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Chinese Military Combat Management System: Core of Modern Combat Command & Control

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中國軍事作戰管理系統：現代作戰指揮控制的核心

現代英語：

Source: China Military Network-People’s Liberation Army Daily Author: Yang Lianzhen Editor-in-charge: Yang Fanfan

2022-04-22 06:42

Combat management is the foundation for winning modern wars and the core of the modern combat system. It is the planning, organization, coordination and control of personnel, equipment, information, resources, time and space and other elements during the combat process.

Combat management system refers to the command information system used to support combat management activities, including intelligence collection, information transmission, target identification, threat assessment, weapon allocation, mission planning, etc. It has gradually developed with the evolution of war and technological progress.

Combat Management System: The Core of Modern Combat System

Schematic diagram of the combat management system

Past and present life

Implementing timely and accurate command and control of combat operations and making timely and decisive combat decisions are the goals and dreams that commanders have always pursued in different war periods. Before the emergence of scientific management, there was no concept of combat management in war, and naturally there was no combat management system. However, simple combat management activities and systems have always been associated with war and developed in an integrated manner.

The core of combat management is to ensure that commanders and troops can exchange information and instructions smoothly. In the ancient combat command system, gongs, drums, and flags were called the “three officials”. “When words cannot be heard, gongs and drums are used; when sight cannot be seen, flags are used.” Sight and hearing are the primitive means of command and control.

After the invention of the telegraph, telephone, and radio, long-distance and rapid transmission of combat orders and combat information became a reality, and the scope of combat management shifted from two-dimensional to three-dimensional. The war decision-making of “planning and winning thousands of miles away” is no longer a myth. Of course, traditional battlefield management methods are not completely ineffective. For example, in the Korean War, due to limited communication conditions, our army still used bugles to transmit combat orders to the company and below, and there were more than 20 types of bugle calls related to combat. “The sound of bugles from all sides rose up,” and the bugles on the Korean battlefield once frightened the US military. Ridgway wrote in his memoirs: “As soon as it sounded, the Chinese Communist Army would rush towards the coalition forces as if it were under a spell. At this time, the coalition forces were always beaten back like a tide.”

At the beginning of the 20th century, the concept of scientific management gradually gained popularity, and the military quickly applied it to combat. The term “combat management” first appeared in the US Air Force, where combat managers provided long-range target indication and voice guidance to fighters based on radar detection. The core combat organization is called the BM/C3 system, namely Battle Management and Command, Control, and Communication. In 1946, the first electronic computer “ENIAC” was successfully developed, and the military began to use computers to store and process various data related to combat. In 1958, the US military built the world’s first semi-automated combat management system-the “Seqi” air defense command and control system, which used computers to realize the automation of part of the information collection, processing, transmission and command decision-making process for the first time. In the same year, the Soviet Army built the “Sky No. 1” semi-automated air defense command and control system. Combat management systems began to appear on the war stage, and human-machine collaborative decision-making gradually became the main form of combat decision-making for commanders. During the “Rolling Thunder” campaign of the Vietnam War, the U.S. military commanded more than 5,000 aircraft to dispatch 1.29 million sorties and dropped 7.75 million tons of bombs, which would have been impossible to achieve by manual command alone.

The combat management system has gone through weapon-centered, platform-centered, network-centered, and system-centered construction stages, and has gradually been able to receive and process information from sensors and other sources in multiple domains, perceive and generate combat situation maps in real time, automatically implement command and control of troops and equipment, and intelligently assist commanders in making decisions, involving the army, navy, air force and other military services.

For example, the Israeli Army’s “Ruler” combat management system uses a single-soldier digital device to connect to a channel state information device to provide real-time situational awareness and command and control information for troops performing tactical operations and fire support. The U.S. Navy’s “Aegis” combat system uses a multi-task signal processor to integrate air defense and anti-missile capabilities, and realizes the integration of shipborne phased array radars, command decisions, and weapon control. The NATO Air Force’s ACCSLOC1 system, based on network distributed deployment, integrates 40 types of radars and more than 3,000 physical interfaces, and undertakes air operations such as mission planning, combat command, and combat supervision. From the launch of the first Gulf War to the Libyan War, the time from sensor information acquisition to firing by the U.S. military has been shortened from 24 hours to 2.5 minutes.

Features

The combat management system is a rapidly developing and constantly improving distributed operating system. It mainly collects and processes sensor data, facilitates the transmission and integration of various types of information, conducts situation identification and prediction, generates combat plans, completes action evaluation and selection, and issues combat orders to weapon platforms and shooters. Its essence is to achieve an efficient combat “observation-judgment-decision-action” cycle (OODA loop).

The combat management system widely uses situation assessment and prediction, combat space-time analysis, online real-time planning, combat resource management and control, and combat management engine technologies, and adopts a “cloud + network + terminal” technical architecture based on information technology.

For example, the U.S. military took the lead in using information technology to build a C4ISR system that integrates command, control, computers, communications, intelligence, surveillance and reconnaissance, laying the foundation for the combat management system. In the Afghanistan War, the C4ISR system achieved near-real-time transmission of combat information to combat platforms for the first time. With the continuous maturity of sensors, networks and artificial intelligence, technologies such as intelligent situation understanding and prediction, intelligent information push, intelligent task planning, intelligent collaborative control, intelligent rapid reconstruction and intelligent parallel command and control are having an increasingly significant impact on combat management systems.

Combat management systems usually support functions such as situational awareness, mission planning, engagement management, communications, modeling, simulation and analysis, and test training. For example, a missile defense combat management system mainly includes command and control, engagement management, and communications. The command and control function enables pre-battle combat planning and battlefield situation awareness; the engagement management function enables auxiliary combat decision-making, allocation of anti-missile weapons, and completion of strike missions; and the communication function enables the transmission and sharing of intelligence and data among the anti-missile units in the system.

The combat management system is an open and complex system. The structure determines the function. Different system structures determine the functional expansion of different systems: the ship’s self-defense combat management system enables the ship to have a strong self-defense capability through automated weapon control regulations, collaborative engagement management systems and tactical data links; the electromagnetic combat management system improves the planning, sharing and mobility of the electromagnetic spectrum by integrating and displaying battlefield electromagnetic spectrum data; the individual combat system enhances the soldier’s mobility, support, lethality and survivability by integrating individual protection, individual combat weapons and individual communication equipment.

Combat management systems generally have the characteristics of integration, automation, optimization, and real-time. The combat mode of modern warfare is complex and the battlefield scale is expanding. The requirements for force control, resource integration, and task scheduling have increased, and system integration must be achieved. The French Army’s “Scorpion” system fully integrates tanks, armored vehicles, infantry fighting vehicles, unmanned ground vehicles, drones, and attack helicopters into the same combat group, and links all platforms and combat units in the task group.

With the increase of combat elements in modern warfare and the expansion of battlefield perception space, the command automation system that relies heavily on people can no longer fully adapt, and the system must be automated. All operating functions of Pakistan’s combat management artillery control system are fully automated, “providing an automated solution for preparing, coordinating, transmitting, executing and modifying fire support plans and firing plans.”

The pace of modern warfare is accelerating and battlefield data is massive. It is necessary to quickly grasp the situation and make decisions efficiently, and it is necessary to achieve system optimization decision-making. Military powers are combining artificial intelligence, cloud computing, the Internet of Things and big data technologies to facilitate faster decision-making in multi-domain operations.

Future Development

Traditional combat management systems place more emphasis on pre-established engagement sequences and combat rules. However, future wars will emphasize the confrontation between systems, and it is impossible to exhaust all situations in advance. The battlefield information that needs to be mastered is also becoming more complex and massive. For this reason, the armies of various countries have begun to abandon the traditional method of developing combat management systems for each combat domain separately, and are network-centric and supported by artificial intelligence, trying to help commanders make combat decisions more quickly and realize real-time connection between sensors in each combat domain and any shooter.

The combat management system will promote the implementation of combat concepts. The “Advanced Combat Management System” developed by the US Air Force plans to connect all military services and their weapon platforms in real time in a military Internet of Things. Its core is to seamlessly link various intelligence reconnaissance platforms, command and control platforms, strike platforms and combat management platforms with various cross-domain capabilities, convert intelligence and target indication data into timely and usable information, shorten the “discovery-positioning-tracking-targeting-strike-assessment” cycle, and execute combat operations at a speed that opponents cannot keep up. The Russian military proposed the “military unified information space” theory and organized the development of the “automatic control system” for integrated joint operations of land, sea and air networks. By establishing a network-centric command model, it attempts to integrate the command, communication, reconnaissance, firepower, and support of the entire army, realize cross-domain operations in the true sense, and improve battlefield situation awareness and combat command efficiency.

The combat management system will rely on artificial intelligence technology. The application of artificial intelligence will not only multiply the capabilities of weapon systems, but will also fundamentally change the implementation of the OODA loop. In future combat management systems, artificial intelligence technology will become the core support and driving engine, and the key factor is the quality of the algorithm. The system will have built-in upgradeable artificial intelligence, and people will be in a supervisory or collaborative state to minimize manual input, spontaneously identify and classify threat targets in the combat environment, autonomously evaluate and weigh, and automatically allocate weapons, thereby providing adaptive combat advantages and decision-making options.

For example, the “Intelligent Autonomous Systems Strategy” released by the US Navy in July 2021 aims to accelerate the development and deployment of intelligent platforms through a highly distributed command and control architecture, integrate unmanned systems, artificial intelligence, and autonomous driving technologies, and realize future combat decisions facilitated by intelligent autonomous systems. The Russian military has more than 150 artificial intelligence projects under development, one of the focuses of which is to introduce artificial intelligence into command and control systems, adapt intelligent software to different weapon platforms, achieve the unification of physical and cognitive domains, and double combat effectiveness through intelligent empowerment.

The combat management system will achieve a breakthrough in cross-domain capabilities. The military’s combat management capabilities are shifting towards full-domain coordination, including land, sea, air, space, electricity, network, cognitive domain, and social domain. To adapt to the full-domain environment, the combat management system needs to have the following functions: a resilient and redundant communication system, flexible and secure data operation; artificial intelligence and machine learning directly extract and process data from sensors, and conduct decentralized integration and sharing; segmented access based on confidentiality levels to meet perception, understanding, and action needs. On this basis, it is also necessary to provide troops with reconnaissance and surveillance, tactical communications, data processing, network command and control, and other capabilities.

The future combat management system will focus on security processing, connectivity, data management, application, sensor integration and effect integration, optimize data sharing, collaborative operations and command and control in the entire combat domain, and support decision-making advantages from the tactical level to the strategic level. Its purpose is only one: to give commanders the ability to surpass their opponents.

(The author is the deputy director and professor of the Training Management Department of the Armed Police Command Academy)

現代國語：

作戰管理，是打贏現代化戰爭的基礎，是現代化作戰體系的核心，也是作戰過程中對人員、裝備、資訊、資源和時空等要素進行的規劃、組織、協調與控制活動。

作戰管理系統，指用來支撐作戰管理活動的指揮資訊系統，包括情報採集、資訊傳輸、目標識別、威脅判斷、分配武器、任務規劃等。其隨戰爭演化、技術進步而逐步發展。

作戰管理系統：現代化作戰體系核心

■楊蓮珍

作戰管理系統示意圖

前世今生

對作戰行動實施適時精確的指揮控制和作出及時果斷的作戰決策，是不同戰爭時期指揮員始終追求的目標與夢想。在科學管理產生前，戰爭中並無作戰管理這一概念，自然談不上作戰管理系統。但樸素的作戰管理活動和系統一直與戰爭相伴、融合發展。

作戰管理的核心是保證指揮員與部隊能順暢地交換資訊和指示。在古代作戰指揮號令系統中，金、鼓、旗號稱為“三官”，“言不相聞，故為之金鼓；視不相見，故為之旌旗”，目視耳聽是原始的指揮控製手段。

電報、電話、無線電發明後，作戰命令和戰鬥訊息的遠距離快速傳輸成為現實，作戰管理範圍由平面走向立體，「運籌帷幄、決勝千裡」的戰爭決策不再是神話。當然，傳統的戰場管理手段並非完全失去作用，例如在抗美援朝戰場上，我軍因通信條件受限，連以下分隊仍在通過軍號傳遞作戰命令，與作戰相關的號聲就有20餘種。 “四面邊聲連角起”，朝鮮戰場上的軍號曾讓美軍聞風喪膽。李奇微在回憶錄裡寫道：“只要它一響，中共軍隊就如著了魔法一般，全部不要命地撲向聯軍。這時，聯軍總被打得如潮水般潰退。”

20世紀初，科學管理的概念逐漸升溫，軍隊迅速將其應用於作戰。 「作戰管理」一詞，最早出現在美國空軍，其編成內的作戰管理員，基於雷達探測情況向戰機進行遠程目標指示和話音引導。作戰核心組織則稱為BM/C3系統，即作戰管理(Battle Management)和指揮、控制、通訊(Command，Control，Communication)。 1946年，第一台電子計算機「埃尼阿克」研製成功，軍隊開始使用計算機存儲和處理有關作戰的各種數據。 1958年，美軍建成世界上第一個半自動化作戰管理系統－「賽其」防空指揮控制系統，使用電腦首次實現了資訊擷取、處理、傳輸和指揮決策過程部分作業的自動化。同年，蘇軍建成「天空1號」半自動化防空指揮控制系統。作戰管理系統開始登上戰爭舞台，人機協作決策逐漸成為指揮主要的作戰決策形式。越戰中的「滾雷」戰役，美軍指揮5,000多架飛機出動129萬架次，投彈775萬噸，如果單靠人工指揮是不可能實現的。

作戰管理系統經歷了以武器為中心、以平台為中心、以網絡為中心和以體係為中心的建設階段，逐步能夠接收、處理來自多域的傳感器和其他來源信息，實時感知並生成作戰態勢圖，自動對兵力及裝備實施指揮控制，智能輔助指揮員決策，涉及陸、海、空等軍兵種。

如以色列陸軍的「統治者」作戰管理系統，單兵數字化裝置連接通道狀態資訊設備，用於為執行戰術作戰、火力支援等部隊提供即時態勢感知和指揮控制資訊。美國海軍的「宙斯盾」作戰系統，採用多任務訊號處理器整合防空與反導能力，實現艦載相控陣雷達、指揮決策、武器控制等一體化整合。北約空軍的ACCSLOC1系統，基於網路分散部署，整合40種型號的雷達和3000多個物理接口，承擔任務規劃、作戰指揮和戰鬥監督等空中行動。從發動第一次海灣戰爭到利比亞戰爭，美軍從傳感器獲取資訊到開火，時間由24小時縮短至2.5分鐘。

功能特徵

作戰管理系統是一個迅速發展並不斷完善的分散式操作系統，主要通過收集、處理傳感器數據，暢通各類信息傳輸和融合，進行態勢識別和預測，生成作戰方案，完成行動評估與選擇，下發作戰指令給武器平台和射手。其本質是實現高效率的作戰「觀察-判斷-決策-行動」循環（OODA環）。

作戰管理系統廣泛使用態勢評估與預測、作戰時空分析、線上即時規劃、作戰資源管控和作戰管理引擎技術等，採用基於資訊技術的「雲+網+端」的技術架構。

如美軍率先運用資訊技術，建構了集指揮、控制、計算機、通訊、情報、監視和偵察於一體的C4ISR系統，為作戰管理系統打下了基礎。阿富汗戰爭中，C4ISR系統首次實現作戰資訊近實時傳輸到作戰平台。隨著傳感器、網絡和人工智慧的不斷成熟，智能態勢理解和預測、智慧資訊推送、智慧任務規劃、智慧協同控制、智慧快速重構和智慧平行指控等技術，正在對作戰管理系統產生越來越重大的影響。

作戰管理系統通常支援態勢感知、任務規劃、交戰管理、通訊、建模及模擬與分析、試驗訓練等功能。如導彈防禦作戰管理系統，主要包括指揮控制、交戰管理及通訊等功能構成。指揮控制功能，實現對戰前的作戰規劃及對戰場態勢的感知；交戰管理功能，實現輔助作戰決策和分配反導武器並完成打擊任務；通信功能，實現系統各反導單元情報、數據的傳輸和共享。

作戰管理系統是一個開放的複雜系統。結構決定功能，不同的系統結構，決定不同系統的功能拓展：艦艇自防禦作戰管理系統通過自動化武器控制條令、協同交戰管理系統和戰術數據鍊等，使艦艇具備了強大的自防禦能力；電磁作戰管理系統通過融合並顯示戰場電磁頻譜數據，提高電磁戰兵器規劃能力、共享電磁力和單兵作戰力量；

作戰管理系統普遍具有一體化、自動化、最優化、即時化等特徵。現代戰爭作戰模式複雜、戰場規模擴大，對力量管控、資源整合和任務調度要求的提高，必須實現系統一體化整合。法國陸軍的「蝎子」系統，就將坦克、裝甲車、步兵戰車、無人地面車輛、無人機與攻擊直升機完整整合到同一個作戰群，並連結任務群中的所有平台和作戰單元。

現代戰爭作戰要素增加、戰場感知空間擴大，對人依賴較高的指揮自動化系統已無法完全適應，必須實現系統自動化運作。巴基斯坦作戰管理火砲控制系統所有操作功能全部自動化，「為準備、協調、傳遞、執行和修改火力支援計畫與射擊方案提供了自動化解決方案」。

現代戰爭作戰節奏加快、戰場數據海量，需要快速掌握狀況、有效率定下決心，必須實現系統最優化決策。各軍事強國正將人工智慧、雲端運算、物聯網與大數據技術結合起來，以利在多域作戰中更快決策。

未來發展

傳統作戰管理系統，更強調基於事先制定的交戰序列、作戰規則。但未來戰爭更突出體係與體系之間的對抗，不可能預先窮盡各種情況，需要掌握的戰場資訊也更趨複雜、海量。為此，各國軍隊開始摒棄傳統上為各作戰域單獨開發作戰管理系統的方法，以網絡為中心、以人工智能為支撐，力圖幫助指揮員更迅速作出作戰決策，實現各作戰域的傳感器與任意射手的實時連接。

作戰管理系統將推動作戰概念落地。美國空軍開發的“先進作戰管理系統”，規劃將各軍種及其武器平台實時連接在一個軍事物聯網中，其核心是將各類情報偵察平台、指揮控制平台、打擊平台和作戰管理平台與各種跨域能力無縫鏈接，把情報和目標指示數據轉化為及時、可用的信息，縮短“發現-定位-跟踪-瞄準-打擊-評估”速度，以執行對手的速度執行。俄羅斯軍隊提出“軍隊統一資訊空間”理論，組織開發陸海空網絡一體化聯合作戰“自動控制系統”，通過建立網絡中心指揮模式，試圖將全軍指揮、通信、偵察、火力、保障等進行融合，實現真正意義上的跨域作戰，提升戰場態勢感知能力與作戰指揮效率。

作戰管理系統將依賴人工智慧技術。人工智慧的應用不僅引起武器系統能力的倍增，也將從根本上改變OODA環的實現。未來的作戰管理系統，人工智慧技術將成為核心支撐和驅動引擎，關鍵因素是演算法的品質。系統將內置可升級的人工智慧，人們將處於監督或協同狀態的位置，最大限度地減少人工輸入，對作戰環境中的威脅目標進行自發識別分類、自主評估權衡和自動分配武器，從而提供自適應的作戰優勢和決策可選性。

如2021年7月美海軍發布的“智能自主系統戰略”，旨在通過高度分佈式的指揮和控制架構，加速智能平台的開發和部署，綜合無人系統、人工智能和自動駕駛等技術，實現由智能自主系統促成的未來作戰決策。俄軍在研的人工智慧項目超過150個，其重點之一是將人工智慧引入指揮控制系統，為不同武器平台適配智慧軟件，實現物理域與認知域的統一，以智慧賦能的方式實現戰鬥力倍增。

作戰管理系統將實現跨域能力突破。軍隊作戰管理能力正向陸、海、空、天、電、網和認知域、社會域等全域協同轉變。適應全局環境，作戰管理系統需要具備以下功能：有彈性和冗餘的通信系統，靈活安全的數據運行；人工智能和機器學習直接從傳感器中提取、處理數據，並進行去中心化集成、共享；根據保密級別分段訪問，滿足感知、理解和行動需要。在此基礎上，還需具備向部隊提供偵察監視、戰術通訊、數據處理、網路指控等能力。

未來的作戰管理系統，將聚焦安全處理、連通性、數據管理、應用、傳感器整合和效果整合等能力，優化全作戰域的數據共享、協同作戰和指揮控制，支援從戰術級到戰略級的決策優勢。其目的只有一個：賦予指揮員超越對手的能力。

（作者係武警指揮學院訓練管理系副主任、教授）

中國原創軍事資源：http://www.81.cn/yw_208727/10149663888.html

#Artificial #Intelligence, #Information Support Force, #intelligent warfare, #intellligentization

Understanding Phased Characteristics of Chinese Military Evolution of Intelligent Warfare

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認識中國軍事智能化戰爭演進的階段性特徵

現代英語：

Source: China Military Network – People’s Liberation Army Daily 

Author: Xu Yatao Liu Jingyi Editor: Shang Xiaomin 

Release: 2024-08-20 06:xx:xx

Military technological innovation and the development of weapons and equipment that materialize it are the internal driving force and determining factor of the evolution of war forms. Revolutionary military technology usually promotes the transformation of war forms from quantitative change to qualitative change according to the logical chain of “military technology-weapons and equipment-operating methods-organizational forms-war forms”. At present, technological self-drive, operational traction and strategic investment respectively form an iterative and mutually reinforcing cycle with intelligent technological innovation. The superposition of the three cycles forms a continuous acceleration effect, which is accelerating the innovation of military technology and the evolution of war forms. The great development and application of intelligent technology are driving the evolution of intelligent warfare to present three-stage characteristics.

Near term: The third wave of AI is approaching its peak, shallowly empowered unmanned platforms are being used extensively as weapons, and human-led primary intelligent warfare is gradually maturing

Combat applications accelerate the third wave to its peak. A new round of artificial intelligence technology represented by deep learning and intelligent big models is developing at a high speed, and is constantly empowering unmanned platforms. It has been initially and widely used in the military in the fields of target recognition, situation analysis, information processing, and decision support, forming an intelligent technology innovation cycle based on combat applications, namely “unmanned platform application-military intelligence needs-intelligent technology innovation-unmanned intelligent application”. Thanks to the acceleration of this innovation cycle, but also subject to the unexplainable nature of statistical learning, the unreliability of emergent generation, and the high energy consumption “capping” of required resources, referring to the development process and rise and fall cycle of artificial intelligence, the third wave of artificial intelligence is expected to reach its peak within ten years.

Artificial intelligence has superficially empowered unmanned platforms. Machines process massive amounts of data, automatically identify and analyze multimodal information such as text, voice, and images, and individual intelligence has gradually matured. Expert intelligence for specific fields has achieved breakthroughs, mainly applied to weapons and equipment and tactical operations. The “OODA” loop is mainly based on the “man in the loop, man in the lead” mode. Artificial intelligence mainly participates in a certain implementation stage or a specific action of combat tasks such as reconnaissance and surveillance, situational awareness, information processing, auxiliary decision-making, and killing and striking in the form of single equipment and single elements. The focus is to enhance the combat capability of existing weapons and equipment through the embedding, upgrading and transformation of unmanned intelligent technology, and to use intelligent technology for combat mission planning to improve the quality and efficiency of command and decision-making.

Intelligent warfare in the initial stage is developing rapidly. As an important tool of manned forces, unmanned platforms play a role in expanding the role of humans in combat operations. Their large-scale use at the tactical level has formed a certain scale, and their proportion has gradually increased, and a mixed combat formation mode of man and machine has emerged. However, the intelligent warfare at this stage is a mechanized information warfare with intelligent components, and the intelligent content is relatively low. It is basically a summary and extension of past war experience. It still uses command-based combat as the main command mode. It belongs to unmanned augmented manned combat, which can realize remote control, stealth penetration reconnaissance and surveillance, unmanned front and manned close-range remote control combat, system support, remote control of air-to-ground precision strikes and other combat styles.

Mid-term: Qualitative AI emerges and rapidly iterates, deeply empowered unmanned platforms play a leading role in combat, and intelligent-led “three-in-one” integrated warfare accelerates evolution

The game between great powers is accelerating the arrival of strong artificial intelligence. Human beings mainly rely on logical reasoning and intuition to understand the world. The advantage of artificial intelligence lies in logical reasoning, but it will take at least one or two rounds of disruptive breakthroughs to produce reliable intuition. Possible technical routes include constructing electronic neural systems close to biological neural networks, that is, brain-like computing, and quantum computing that breaks through the limitations of classical computers. These are gradually moving from theoretical research to practical applications. This stage is the accumulation period of quantitative change from specialized to general artificial intelligence. Unmanned intelligence has become a key variable in the game between major powers. The enhanced strategic investment of various countries will quickly promote the innovation of unmanned intelligent technology and transmit it to combat operations. The significantly improved combat effectiveness will stimulate further strategic investment, forming an intelligent technology innovation cycle based on strategic investment, that is, “strategic investment-technical innovation-combat operation-strategic investment”. This cycle will inevitably accelerate the arrival of strong artificial intelligence.

Artificial intelligence deeply empowers the combat system. With platform autonomy, unmanned battlefield, force integration, and human-machine collaboration as the main signs, highly self-organized collaborative operations between various unmanned platforms (systems) and efficient collaborative operations between manned and unmanned systems are realized. The “OODA” loop is mainly based on the “man in the loop, man-machine collaboration” mode. The artificial intelligence technology group is embedded in a certain combat process in an independent small-scale organization, or directly undertakes the specific tasks of a certain combat module. Artificial intelligence begins to be fully integrated into all aspects of the combat system, and the war situation is accelerating its evolution towards intelligence. The autonomy of the platform is greatly enhanced, and autonomous perception, judgment, decision-making, adjustment, and action, group intelligent collaboration has gradually matured, and front-line autonomous collaboration has become the norm. The scope of application has been expanded to include firepower strikes, logistics support, combat planning, and combat management, playing an important role in combat command.

The integration of the “three transformations” is moving towards intelligence-led warfare. From the emergence of iconic innovative technologies to the formation of a new form of warfare, a transmission cycle is required, including technology transformation, equipment deployment, force building, organizational formation, and tactics research. The primary intelligent warfare that integrates the “three transformations” will continue for a historical stage, and its gradual development is reflected in the increasing scale of unmanned platform use, the deepening of artificial intelligence empowerment, and the increasing coordination between manned and unmanned. The content of intelligence continues to increase, intelligent unmanned equipment begins to dominate, manned and unmanned coordination becomes the basic way to generate combat power, and intelligent empowerment gradually goes from shallow to deep. Unmanned intelligence plays a major combat role and becomes the “center” of a war.

A large number of specialized unmanned intelligent forces have emerged. In this stage of intelligent warfare, intelligent unmanned platforms have surpassed manned platforms at the battle level and occupied a dominant position, and the human-machine collaborative combat formation mode has become the main body. Possible typical combat styles: First, the first battle assault, the unmanned intelligent system that integrates reconnaissance, interference, deception, and strikes is used on a large scale in the first round of assaults, replacing the current style of long-range precision strike weapons as the main first round of assaults. The second is concealed deployment, in peacetime, a large number of unmanned intelligent devices are secretly deployed, and in wartime, they are triggered to wake up and strike the enemy with one strike, replacing the current style of using mobile forces to quickly deploy into the combat area. The third is unmanned swarm combat, autonomous coordination replaces planned coordination, and implements swarm-type destructive operations through “swarm” saturation attack to consume high value at low cost. The fourth is real-time human-machine collaborative combat, where manned and unmanned mixed forces realize multi-domain operations and collaborative operations in complex battlefield environments.

Long-term stage: “Intelligence explosion singularity” gives birth to super artificial intelligence, super-powerful unmanned platforms replace humans in all fields, and super-intelligent unmanned war finally arrives

Technology self-drive accelerates the iteration of strong artificial intelligence. The “technological singularity” theory holds that whenever humans invent a technology, they will invent new technology based on that technology. The higher the current technological level, the faster the next generation of new technology will come. The general trend is to first go through a period of slow growth, then achieve exponential progress, and finally enter a stable period under the constraints of objective resource conditions, and breed the seeds of the next epoch-making technology. For intelligent technology, the development from strong artificial intelligence to super artificial intelligence is at a high level of exponential growth. Supported by the intelligent technology innovation cycle based on technology self-drive, once strong artificial intelligence is realized, the “intelligence explosion singularity” will soon come, that is, super artificial intelligence that surpasses human intelligence will appear, and humans will usher in a truly intelligent unmanned war.

The style and characteristics of super-intelligent unmanned warfare. In this stage, super artificial intelligence and unmanned platforms are fully integrated, and the embodied intelligence with it as the brain is highly developed. Super-powered unmanned platforms become the absolute main force on the battlefield. In the stage of super-intelligent unmanned warfare, the main combat equipment, combat organization, combat space, etc. will undergo subversive changes. Its main characteristics are super-powered unmanned platforms, almost completely unmanned, and global space combat. Unmanned platforms with super-intelligent, super-mobile, and super-firepower performance will autonomously carry out combat missions under human authorization and simulate human thinking to implement actions. Fast, compact, and dense intelligent weapons will autonomously construct a giant, complex, and adaptive combat system to create an extremely complex battlefield environment. The main combat space has expanded and even shifted from the traditional land, sea and air battlefields to the deep sea, space, cyberspace and other fields, with the latter becoming the main battlefields that determine the outcome of wars. Intelligent “bee swarms”, “wolf packs” and “shark swarms” have completely replaced manned and unmanned collaboration, realizing true “man outside the loop” autonomous decision-making.

In summary, corresponding to the peak of the third wave and the realization of strong artificial intelligence and super artificial intelligence, the evolution of intelligent warfare can be divided into three stages: near-term, mid-term and long-term. In line with the trend requirements of the three stages of the evolution of intelligent warfare, the short-term stage focuses on solving the urgent need for combat power generation. It should be based on a bottom-up concept, fight what kind of battle with what equipment, make good use of the existing and near-term unmanned intelligent equipment, integrate it into the joint combat system, and maximize its efficiency gains; the top priority is the mid-term stage, which requires close tracking and sharp insight into the development trend of intelligent technology, and forward-looking design of unmanned intelligent warfare from top to bottom. Construction should be carried out in accordance with the concept of developing what kind of equipment to fight what kind of battle, and in-depth research should be carried out to coordinate and connect with the unmanned construction in the short-term stage; the long-term stage requires sufficient patience and strategic determination to welcome the arrival of the “intelligent explosion singularity” through solid accumulation and unremitting exploration.

現代國語：

來源：中國軍網-解放軍報 作者：徐亞濤 劉靜怡 責任編輯：尚曉敏 發布：2024-08-20

徐亞濤  劉靜怡

軍事科技創新及其物化的武器裝備發展是戰爭形態演變的內在動力和決定因素。革命性的軍事技術，通常依照「軍事技術—武器裝備—作戰方式—組織形態—戰爭形態」的邏輯鏈條，推動戰爭形態由量變到質變。當前，技術自驅、作戰牽引和戰略投入分別與智慧科技創新構成迭代互促循環，三個循環疊加形成持續加速效應，正加速推動軍事科技創新和戰爭形態演變。智慧科技的大發展與運用，正推動智慧化戰爭演進呈現三個階段特色。

近景階段：人工智慧第三波趨近頂峰，淺層賦能的無人平台作為武器大量運用，有人主導的初級智慧化戰爭逐步成熟

作戰運用加速第三波達峰。以深度學習和智能大模型為代表的新一輪人工智慧技術正高速迭代發展，並不斷賦能無人平台，在目標識別、態勢研判、資訊處理、輔助決策等領域得到初步而廣泛的軍事運用，構成了基於作戰運用的智能科技創新循環，即「無人平台運用—軍事智能需求—智能科技創新—無人智能運用」。得益於這一創新循環加速，也受制於統計學習的不可解釋性、湧現生成的不可靠性以及所需資源的高能耗性“封頂”，參照人工智能發展歷程和興衰週期，第三次人工智能浪潮有望在十年內達到頂峰。

人工智慧對無人平台淺層賦能。機器處理海量數據，自動識別分析文本、語音、圖像等多模態訊息，單體智能逐步成熟，面向特定領域的專家式智能取得突破，主要應用於武器裝備和戰術行動層面。 「OODA」環以「人在環中、有人主導」模式為主，人工智慧主要以單裝單要素形式，適度參與到偵察監視、態勢感知、資訊處理、輔助決策、殺傷打擊等作戰任務的某一實施階段或某一具體行動。重點在於透過無人智慧技術嵌入升級改造，提升現有武器裝備作戰能力，以及採用智慧技術進行作戰任務規劃，提升指揮決策質效。

初級階段的智慧化戰爭快速發展。無人平台作為有人力量的重要工具，在作戰運用中扮演拓展者的角色。其大量運用在戰術層面形成一定規模，且佔比逐步加大，人機混合作戰編組模式出現。但該階段的智能化戰爭是含有智能化成分的機械化信息化戰爭，且智能化含量較低，基本是對過去戰爭經驗的總結和延伸，仍以指令式作戰為主要指控模式，屬於無人增強的有人作戰，可以實現遠程操控、隱身穿透的偵察監視，無人在前、有人在後的近距遙控作戰，體系支撐、遠程操控樣式的空地精確等。

中景階段：質變性人工智慧出現並高速迭代，深度賦能的無人平台發揮主戰作用，智慧化主導的「三化」融合戰爭加速演進

大國博弈加速強人工智慧到來。人類認識世界主要依賴邏輯推理和直覺，人工智慧優勢在於邏輯推理，但要產生可靠直覺，至少要1至2輪顛覆性突破。可能的技術路線包括構造接近生物神經網絡的電子神經系統，即類腦計算，以及突破經典計算機限制的量子計算等，都正逐步從理論研究走向實際應用。這個階段是人工智慧由專用走向通用的量變積蓄期，無人智能成為大國博弈關鍵變量，各國強化戰略投入將快速推動無人智能科技創新並傳導到作戰運用中，顯著提升的作戰效能又會刺激進一步的戰略投入，構成基於戰略投入的智能科技創新循環，即「戰略投入—技術創新—作戰運用—戰略投入」。這一循環勢必加速強人工智慧到來。

人工智慧對作戰體系深度賦能。以平台自主化、戰場無人化、力量融合化、人機協同化為主要標志，實現多種無人平台（系統）之間的高度自組織協同作戰，以及有人與無人系統之間的高效協同作戰。 「OODA」環以「人在環上、人機協同」模式為主，人工智慧技術群以獨立小規模編組嵌入某一作戰進程，或直接擔負某一作戰模塊的具體任務。人工智慧開始全面融入作戰體系各環節，戰爭形態加速向智慧化演變。平台自主性大為增強，自主感知、判斷、決策、調整、行動，群體智慧協同逐步成熟，一線自主協同成為常態。運用範圍拓展至火力打擊、後勤保障、作戰規劃、作戰管理，對戰役指揮發揮重要作用。

「三化」融合戰爭走向智慧化主導。從標志性的革新技術出現到新的戰爭形態形成，需要經歷一個傳導週期，包括技術轉化、裝備、力量建設、編制編成、戰法研究等。 「三化」融合的初級智慧化戰爭將持續一個歷史階段，其漸進發展表現為無人平台運用規模越來越大、人工智慧賦能越來越深、有人無人協同越來越緊。智慧化含量持續增多，智慧無人裝備開始佔據主導，有人無人協同成為戰鬥力生成的基本方式，智能賦能由淺層逐漸走深，無人智能發揮主戰作用，成為一場戰爭的「中心」。

專業化無人智慧部隊大量出現。這階段的智慧化戰爭，智慧無人平台在戰役層次超越有人平台，佔據主導地位，人機協同作戰編組模式成為主體。可能的典型作戰樣式：一是首戰突擊，集偵察、幹擾、誘騙、打擊於一體的無人智能係統在首輪突擊中大規模使用，取代當前遠程精確打擊武器首輪突擊為主的樣式。二是隱蔽布勢，在平時隱蔽部署大量無人智慧裝置，戰時觸發喚醒、一擊制敵，取代當前運用機動力量快速投入作戰區域為主的樣式。第三是無人集群作戰，自主協同替代計畫協同，透過「蜂群」飽和攻擊以低成本消耗高價值，實施集群式破擊作戰。四是人機即時協同作戰，有人無人混編部隊在復雜戰場環境下實現多域作戰和協同作戰。

遠景階段：「智慧爆炸奇點」催生超級人工智慧，超能無人平台全域取代有人，超級智慧無人戰爭最終到來

技術自驅加速強人工智慧迭代。 「技術奇點」理論認為，人類每當發明一項技術，就會在該技術基礎上發明新技術，當前的技術水平越高，下一代新技術就來得越快。總的趨勢是先經過一段緩慢增長，而後實現指數進步，最終在客觀資源條件限制下進入平緩期，並醞釀下一次劃時代技術的萌芽。對於智慧科技，從強人工智慧到超級人工智慧的發展，處在指數成長的高點。在基於技術自驅的智慧科技創新循環支撐下，強人工智慧一旦實現，「智慧爆炸奇點」很快就會到來，也就是出現超越人類智慧的超級人工智慧，人類就此迎來真正意義上的智慧無人戰爭。

超級智慧無人戰爭的樣式特徵。這一階段超級人工智慧與無人平台完全融為一體，以其為腦的具身智慧高度發展，超能無人平台成為戰場的絕對主力。超級智慧無人戰爭階段，主戰裝備、作戰編成、作戰空間等都將產生顛覆性變化，其主要特徵是無人平台超能、幾乎完全無人、全域空間作戰。具備超強智能、超強機動、超強火力性能的無人平台，在人類授權下自主遂行作戰任務，模擬人類思維實施行動。快速、小巧、密集的智慧化武器將自主建構形成巨型、複雜、自適應作戰體系，創造極度複雜的戰場環境。作戰主要空間由傳統的陸海空戰場拓展甚至轉移至深海、太空、網空等領域，後者成為決定戰爭勝負的主戰場。智慧「蜂群」「狼群」「鯊群」等完全取代有人無人協同，實現真正的「人在環外」自主決策。

綜上所述，對應第三波達峰、強人工智慧和超級人工智慧的實現，智慧化戰爭的演進劃分為近景、中景、遠景三個階段。順應智慧化戰爭演進三個階段的趨勢要求，近景階段重在解決戰鬥力生成急需，應當立足於自下而上的理念，有什麼裝備打什麼仗，把現有的和近期能夠落實的無人智能裝備用好用充分，融入聯合作戰體系，最大限度釋放其效能增益；重中之重在於中景階段，需要密切跟踪並敏銳深刻洞見智能科技發展趨勢，自上而下地前瞻設計無人智能戰爭，按照打什麼仗發展什麼裝備的理念搞建設，深研搞好與近景階段無人化建設的統籌銜接；遠景階段就需要足夠耐心和戰略定力，在扎實積累和不懈探索中迎接“智能爆炸奇點”的到來。

中國原創軍事資源：http://www.81.cn/yw_208727/16332240888.html

#Artificial #Intelligence, #intelligent warfare, #intellligentization, Chinese Artificial Intelligence, Chinese Military Cognitive Domain Operations, Chinese military cognitive warfare, Chinese Military Future Wars, Dissipative Warfare, Information Support Force, Intelligent Warfare, 中國軍事認知戰, 認知域戰, 認知戰

Analyzing the New Features of Chinese Military Intelligent Warfare

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中國軍事智能化戰爭新特徵解析

現代英語：

China Military Network Ministry of National Defense NetworkThursday, November 14, 2024

Intelligent warfare is the latest form of warfare development. Under intelligent warfare conditions, the battle rhythm changes rapidly, humans and machines are deeply integrated, and complex elements are interconnected, presenting new characteristics on the battlefield.

The combat tempo changes rapidly. The combat tempo refers to the phenomenon that in the course of combat, different participating forces, under different combat missions, actions, and spaces, synchronously complete their respective established tasks at specified time nodes according to the combat phase division. In essence, the combat tempo is the effect of the confrontational interaction between the military systems of all parties in a common external environment. It is a regular phenomenon that appears periodically or non-periodically. It is objective due to the interaction, and uncertain due to the active role played by the opposing parties based on their respective perspectives. In war, the combat tempo represents not only the speed of time and speed, but also the embodiment of the comprehensive effect of multiple factors such as time, space, purpose, goal, and opponent. With the continuous expansion of the battlefield and the improvement of battlefield cognitive decision-making capabilities, the future intelligent battlefield may gradually change from the simple “quick kill” type of simple use of the one-dimensionality of time to a comprehensive game and mixed confrontation in multiple dimensional fields such as politics, economy, diplomacy and multiple time and space cycles. Combat is a game between the enemy and us, and the quality of our combat rhythm depends largely on the opponent as a reference system. The combat rhythm should always focus on the opponent, and by changing the enemy and our power comparison in various forms in various dimensions, we can gain an “asymmetric” advantage, so that the battlefield situation can continue to develop in a direction that is beneficial to us in a variety of states between the active “using our own capabilities to control the enemy’s inability” and “suppressing the enemy’s capabilities when we are unable to do so.”

Humans and machines achieve deep integration. In a broad sense, human-machine integration refers to the state and process in which all humans and machines work closely together based on their respective characteristics and advantages. With the emergence of artificial intelligence technology, especially multimodal large models represented by ChatGPT, the foundation has been laid for the knowledge-level interaction between humans and machines, which has brought new opportunities for combat planning and combat command invisibly. As intelligent creatures, humans have creativity and thoughtfulness that other objects cannot match. Compared with humans, machines have obvious advantages in storage, computing and other capabilities, and have the characteristics of fast response speed and strong environmental adaptability. Under current technical conditions, the dominance of humans in human-machine fusion intelligence determines the basic mode of human-machine fusion operations. Machines are only tools and means of implementation for operations. To a certain extent, they become the main body of operations together with operators. The interactive output is also limited to the predictable changes defined by several major variables, and is closely related to the professional ability and experience of the operators themselves. As technology continues to improve, the positioning of people may gradually shift to macro-control, focusing on controlling strategic key contents and nodes such as the timing of launching a war, the scale level, the style intensity, the process development, and the ending time. The combination of human and machine does not mean a hard coupling between the two in terms of spatial position and physics, but through the mechanism and engineering of business processes and operating procedures, they play to their respective strengths and achieve dynamic adaptive operation.

Complex elements are interconnected. Modern warfare is a complex giant system, especially in the current era of global, cross-domain, and distributed operations. Focusing on the construction of the “kill network” and element-level coordination, the widely distributed combat force entities, combat platforms, sensors, weapons, etc. are further decoupled, and the combat system is gradually developing towards “decentralization”. Focusing on the combat purpose and combat objectives, in the combat system, various functional combat elements that are three-dimensionally networked are quickly reorganized and aggregated in a self-organizing and self-adaptive manner to dynamically form a closed kill chain. It is difficult to discover, identify, and calibrate the landmark nodes of the opponent’s system one by one in the various links of “detection, control, attack, and evaluation” as before, and then achieve system destruction. This “black box” state in the organization and operation of forces makes the logical causal relationship of the combat behaviors of all parties more “inexplicable” and the “incomprehensible war” effect more prominent. War is largely a confrontation of human thinking, and thanks to the help of intelligent decision-making systems, the uncertainty of combat intentions in future wars will be further increased in the fierce confrontation of broader cognitive and information domains. From the initial combat purpose to the final combat means, combat methods, and force application, “misalignment” may occur. Therefore, future wars will place more emphasis on finding a balance in active changes at the battle tactical level, which puts higher demands on better realizing “you fight yours, I fight mine” and exerting one’s own advantages.

現代國語：

關 宇

智能化戰爭是戰爭發展的最新形態。智慧化戰爭條件下，作戰節奏快速變化、人機實現深度融合、複雜要素相互關聯，戰場呈現新的特點。

作戰節奏快速變化。作戰節奏是指在作戰過程中，不同參戰力量在作戰任務、行動、空間各不相同情況下，依照作戰階段劃分，在規定的若干時間節點同步完成各自既定任務的現象。從本質上講，作戰節奏是一種在共同外部環境下各方軍事系統間對抗性交互產生的效果，週期或非週期顯現的一種規律性現象，其因交互作用而呈現客觀性，又因對抗各方基於各自視角所進行的能動作用而具有不確定性。在戰爭中，作戰節奏所代表的並不僅僅是時間和速度的快慢，而是時間、空間、目的、目標、對手等多種因素綜合作用的體現。隨著作戰域的不斷拓展以及戰場認知決策能力的提升，未來智能化戰場可能由單純「快速秒殺」式的對時間一維性的簡單運用，逐步向政治、經濟、外交等多個維度領域和多個時空週期的綜合博弈、混合對抗轉變。作戰是敵我雙方的博弈，己方作戰節奏的好壞很大程度上要以對手為參照系。作戰節奏應始終聚焦對手，透過在各維域以各種形式改變敵我力量對比，獲取「不對稱」優勢，使得戰局形勢在能動的「以己之能製敵不能」和「己不能時抑敵之能」間的多種狀態下不斷向有利於我方的方向發展。

人機實現深度融合。從廣義上講，人機融合泛指一切人與機器根據各自特點優勢，密切協同開展作業的狀態和過程。隨著人工智慧技術特別是以ChatGPT為代表的多模態大模型的出現，為人機間的知識層面互動奠定了基礎，這在無形之中為作戰籌劃和作戰指揮帶來了新的機會。人作為智慧生物，具有其他器物無法比擬的創造性和思想性。相較於人類，機器的儲存、計算等能力則優勢明顯，具有響應速度快、環境適應性強等特徵。在當前技術條件下，人機融合智能中人的主導性，決定了人機融合作業的基本模式。機器只是作業的工具和實現手段，在一定程度上與作業人員共同成為作業主體，交互輸出也局限於幾個主要變量所限定的可預測變化，且與作業人員自身專業能力和經驗密切相關。隨著技術不斷完善，人的定位或將逐漸轉向宏觀控制，重點掌控戰爭發起時機、規模層次、樣式強度、進程發展、結束時機等戰略性關鍵內容和節點。人機融合的編組並不意味著二者在空間位置和物理上的硬耦合，而是透過機制化、工程化的業務流程和作業程序，圍繞發揮各自所長，實現動態自適應運行。

複雜要素相互關聯。現代戰爭是一個複雜巨系統，特別是在全局作戰、跨域作戰、分散式作戰的當下，圍繞著「殺傷網」的構建和要素級協同，廣域分佈的作戰力量實體、作戰平台、傳感器、武器等進一步解耦，作戰體系逐漸向「去中心」化發展。圍繞作戰目的，聚焦作戰目標，作戰體系中，立體網狀關聯的各種功能性作戰要素，以自組織、自適應方式快速重組聚合，動態形成閉合殺傷鏈。很難如從前一樣，在「偵、控、打、評」的各環節上逐一發現、識別和標定對手體系各標志性節點進而實現體系破擊。這種在力量組織和運行實施中的“黑盒”狀態，使得各方作戰行為的邏輯因果關系更趨“不可解釋性”，“看不懂的戰爭”效應更加凸顯。戰爭在很大程度上是人類思維的對抗，得益於智慧化決策系統的助力，未來戰爭在更廣闊的認知和資訊領域激烈對抗中，作戰意圖的不確定性進一步增大。從最初始的作戰目的，直至末端的作戰手段、作戰方式、力量運用等各方面，都可能出現「錯置」。因此，未來戰爭在戰役戰術層面將更加強調在主動變化中求得平衡，這對更好實現“你打你的，我打我的”，發揮己方優勢提出了更高要求。

2024年11月14日 星期四

中國原創軍事資源：http://www.81.cn/szb_223187/szbxq/index.html?paperName=jfjb&paperDate=2024-11-14&paperNumber=07&articleid=943398881

#Artificial #Intelligence, #intelligent warfare, #intellligentization, Asymmetric Warfare, Chinese Artificial Intelligence, Chinese Military Cognitive Domain Operations, Chinese Military Future Wars, Command information Systems, Dissipative Warfare, Intelligent Warfare, Mosaic Warfare, 認知戰

Operational Window: Chinese Military New Perspectives for Implementing Cross-Domain Collaborative Operations

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作戰窗口：中國軍隊實施跨域協同作戰的新視角

現代英語：

The combat window refers to the time and space range that is chosen to stimulate the effectiveness of the system’s combat cycle and is conducive to the joint combat force’s implementation of cross-domain coordinated operations. The concept of combat window comes from fighter jets. It is an innovative development of the theory of joint combat command under the new situation. It will be more widely used than fighter jets in combat command activities. Whether the selection of fighter jets in the confrontation of the joint combat force system can be regarded as a form of “combat window” directly affects the commander’s vision. In the complex and changeable information battlefield environment, the combat window has gradually become a new basis for the joint combat force to implement cross-domain coordinated operations, which is of great significance for seizing the initiative on the battlefield and shaping a favorable situation.

Constructing a combat window to highlight the comprehensiveness of cross-domain collaborative combat preparations

The theater joint command should closely follow the combat missions, opponents, and environment, firmly grasp the strategic and campaign initiative, strengthen the pre-positioning of joint combat resources, actively optimize the battlefield environment, and create conditions for establishing combat windows.

Carry out careful and continuous joint reconnaissance around the operational window. The time and space scope of the operational window includes the time interval and the strike area for attacking enemy targets. Among them, the strike area is generally centered on the strike target, which refers to a relatively closed space that can regulate the system combat forces to maintain comprehensive control over the local battlefield and is suitable for attacking enemy node targets. In order to ensure the smooth implementation of operations in the operational window area, its periphery can be divided into warning patrol areas, interception and annihilation areas, and defensive combat areas to provide support and guarantee for it. The joint command agency should focus on the reporting needs of priority intelligence and warning information in the operational window, and comprehensively use the reconnaissance and early warning forces and means of various services to implement careful, continuous and focused joint reconnaissance to obtain intelligence and warning information in the operational window area and its peripheral areas. If necessary, strategic reconnaissance and early warning forces can be coordinated to provide intelligence support, eliminate reconnaissance and early warning blind spots in the time and space of the operational window, and ensure that the flow of intelligence and warning information from acquisition to use is efficient and stable.

Predict the combat window and timely adjust the cycle plan of the combat readiness training of the task force. The scale and intensity of the high alert state maintained by the task forces of various services and arms greatly restricts the time and space scope of the combat window. Periodically maintaining a high state of alert requires the task forces of various services and arms to manage and operate in accordance with the state of war, which is an important indicator of the combat effectiveness of the task force. At present, the task force should carry out daily management and training in accordance with the three states of combat readiness, training, and preparation. The purpose is to ensure that a considerable number of combat-capable forces can carry out combat window tasks at any time and continuously improve their actual combat level. Non-combat-capable forces should coordinate resources and concentrate on training to generate system combat capabilities. The preparation period is in the interval between combat readiness training. The combat personnel should be flexibly organized to rest, repair equipment and conduct necessary training to create conditions for transitioning to the training cycle or combat readiness cycle. By predicting the combat window, the theater joint command timely adjusts the cycle plan of combat readiness training for large-scale task forces, so that they are rhythmically and regularly in a high state of alert, providing a force basis for implementing window operations.

Focus on the operational window and roll out the linkage operation of cross-domain collaborative combat plans. Since the operational window is often fleeting, the completeness of the cross-domain collaborative combat plans of various services and arms formulated around the operational window may be greatly reduced. Therefore, the theater joint command should gather the collective wisdom of commanders and their command organs, rely on the command information system, and roll out the formulation of cross-domain collaborative combat plans through systematic, procedural, and professional fast command linkage operations. Command linkage operations involve linkage operations of superior and subordinate command agencies, linkage operations of the entire process of reconnaissance, control, attack, protection, and evaluation, and human-machine interaction linkage operations. The implementation of command linkage operations should unify operational intentions, focus on operational windows, use the command operation platform for situation sharing, carry out parallel operations in a coordinated manner, conduct periodic operational planning, conduct situation analysis at any time, follow up on operational concepts, enhance the credibility of simulation and evaluation, and simultaneously formulate and improve cross-domain collaborative combat plans. The implementation of linkage operations helps to shorten the formulation time of cross-domain collaborative combat plans, improve the feasibility of plans, and seize the opportunity of operational windows as soon as possible.

Applying combat windows to highlight the effectiveness of cross-domain collaborative combat system confrontation

The theater joint command should make decisive decisions to launch operations based on careful planning and comprehensive preparation in response to different combat objectives and tasks, different attributes of combat opponents, and different combat types and styles, and quickly seize the initiative on the battlefield in the combat window.

Superimpose the effectiveness of the combat system. The task forces of various services and arms work closely together within the time and space of the combat window, work together as a whole, and focus on combat tasks to form a system combat effect. At present, with the rapid development of military science and technology and the continuous adjustment and optimization of new combat forces, precision, automation, intelligence, and unmanned weapons and equipment are being used more and more widely. Within a specific combat window, almost every service and arms has more or less the means to accurately strike enemy targets in multiple domains over long distances. Even land-based task forces have the ability to accurately strike enemy targets at long distances and the ability to project troops near the coast, which enables the task forces of various services and arms to carry out compound strikes within the combat window, becoming the preferred method for joint operations to strike enemy targets. Compared with a single service and arms, compound strikes of multiple services and arms will produce more powerful, more accurate, more stable, and faster compound strike effectiveness. The compound strike effectiveness of the task forces of various services and arms focuses on combat targets within the combat window, which will cause the value of cross-domain collaborative combat effectiveness to increase sharply, and the superimposed effect will be more obvious.

Converge combat support resources. Combat support resources are material factors that affect the selection and application of combat windows, involving many resources such as reconnaissance and intelligence support, information support, and rear-end support. Implementing converged support and support for the theater in wartime is the key to applying the combat window. The combat support of friendly theaters will enable the task force to maintain a high level of combat readiness, and commanders will have more combat options; the aerospace information support and network combat support provided by the strategic support force will be an important support in the field of joint reconnaissance and intelligence, and information operations; and the joint logistics support force is the main force for implementing joint logistics support and strategic and campaign support, and the volatility of the combat capability of the theater task force is largely restricted by this. In this regard, by clarifying the mission and tasks, command authority, institutional mechanisms, and laws and regulations of the combat support force, we will actively gather combat support resources around the combat window, implement integrated, comprehensive and efficient support, and greatly improve the system effectiveness of cross-domain collaborative operations.

Regulate the operational fluctuation cycle. The joint command command command of the task forces of various services and arms to carry out strike operations against enemy targets. Before the operation, it is necessary to convert the combat readiness level, conduct coordinated exercises, and deploy to the standby area. Even if the task force is faster in preparation for strikes, more skilled in strike methods, and more optimized in strike processes, it needs to be completed within the corresponding time period. At the same time, commanders and combatants will be affected by combat fatigue, resulting in a significant reduction in command decision-making efficiency and strike effectiveness, which greatly restricts the extension of combat duration and makes the fluctuation cycle of the combat capability of the task force more obvious. After the strike operation, the replenishment and rest of combat personnel, the maintenance and repair of weapons and equipment, and the summary and review of combat experience and lessons all require an adjustment cycle. Commanders need to timely regulate the fluctuation cycle of the task force’s strike capability according to the different combat methods and weapon and equipment damage mechanisms of various services and arms, clarify the combat threshold of the task force, and minimize the interference of combat fluctuations as much as possible, thereby greatly improving the cross-domain collaborative combat capability.

Maintain the operational window and highlight the stability of battlefield control in cross-domain collaborative operations

The theater joint command should strictly control the scale and intensity of window operations, strengthen joint management and control, strictly control combat costs, improve combat effectiveness, actively create a favorable battlefield situation, avoid combat passivity, and prevent window operations from expanding into full-scale operations.

Strengthen battlefield linkage control. Battlefield control by various services plays an important role in shaping a stable combat situation, strengthening multi-domain space control, and maintaining combat windows. Strengthen the control of cross-domain collaborative combat battlefield space, including battlefield spaces such as land, sea, air, space, and network, as well as electromagnetic spectrum and time-space reference battlefield space. Among them, the battlefield control area is mainly divided into combat window areas, strategic support areas, alert isolation areas, frontier warning areas, and friendly support areas in various fields. Under the unified command and control of commanders and command agencies, the task forces of various services and arms clarify the primary and secondary relationships of cross-domain collaborative control, clarify control rules, mechanisms and disciplines, adopt a variety of control methods, and comprehensively use command information systems and other advanced technical means to vigorously strengthen the timeliness and accuracy of battlefield linkage control.

Comprehensively evaluate the combat effectiveness. The command organization should closely follow the formulation process of the cross-domain collaborative combat plan of the combat window, closely follow the collaborative control instructions, closely follow the collaborative actions of the task force, and closely follow the actual collaborative support, and implement rapid, efficient, and continuous performance and effectiveness evaluation during the window operation. Focusing on the achievement of combat objectives, adapting to the characteristics of window operations with full-domain linkage, comprehensively using a variety of combat evaluation tools and means, integrating system evaluation algorithms, data and capabilities, optimizing the evaluation system dominated by combat effectiveness, process management, information support, and human-in-the-loop, forming an evaluation model that matches combat orders, actions, and effects, and combines combat performance with effectiveness indicator judgment, thereby improving the accuracy and timeliness of combat window effect evaluation.

Actively shape the new battlefield situation. After continuous preparations for military struggle against the enemy, interactive deterrence and control, and limited strikes within the combat window, the state and situation formed by the enemy and us in terms of combat force comparison, deployment and action are relatively stable, thus forming a battlefield situation under the new situation, and its development trend is also predictable and expected. Commanders and their command organs continue to have a deep understanding of the characteristics and laws of the enemy situation, our situation and battlefield environment in this strategic direction, and have a clear understanding of the basic outline of the future struggle situation. They can clarify future combat objectives and measures, and their confidence in winning will gradually increase, creating conditions for determining the next round of combat windows.

現代國語：

劉 陽 李志華

引言

作戰窗口，是指為激發體係作戰週期效能而選擇的有利於聯合作戰力量實施跨域協同作戰的時空範圍。作戰窗口概念來自戰機，是戰機在新局勢下聯合作戰指揮理論的創新發展，在作戰指揮活動中將比戰機應用更廣泛。能否將聯合作戰力量體系對抗中戰機的選擇看作「作戰窗口」的形式，直接影響了指揮的眼界。在複雜多變的資訊化戰場環境下，作戰窗口逐漸成為聯合作戰力量實施跨域協同作戰的新基點，對奪取戰場主動，塑造有利態勢，具有重要意義。

構設作戰窗口，突顯跨域協同作戰準備的全面性

戰區聯指應緊貼作戰任務、戰鬥對手、作戰環境,牢牢掌握戰略戰役主動權，加強聯合作戰資源預設，積極優化戰場環境，為構設作戰窗口創造條件。

圍繞作戰窗口實施周密持續的聯合偵察。作戰窗口的時空範圍包括打擊敵目標的時間區間與打擊地幅。其中，打擊地幅一般以打擊目標為中心，指能調控體係作戰力量持續維持局部戰場綜合控制權、適合打擊敵節點目標的相對密閉空間。為確保在作戰窗口區順利實施作戰，其外圍可區分為警戒巡邏區、攔截阻殲區與防禦作戰區等為其提供支撐保障。聯指機關應圍繞作戰窗口優先情報告警信息的提報需求，綜合運用諸軍兵種偵察預警力量和手段，為獲取作戰窗口區及其外圍區域的情報告警信息實施周密持續有重點的聯合偵察。必要時可協調戰略偵察預警力量提供情報支援，消除作戰窗口時空的偵察預警盲區，確保情報告警信息從獲取至運用的流轉過程高效穩定。

預測作戰窗口及時調整任務部隊戰備訓練的週期計畫。諸軍兵種任務部隊保持高度戒備狀態的規模強度極大限製作戰窗口的時空範圍。週期性保持高度戒備狀態，要求諸軍兵種任務部隊依照臨戰狀態進行管理運作，是體現任務部隊戰鬥力高低的重要標誌。當前任務部隊應依照戰備、訓練、整備三種狀態進行日常管理和訓練，目的是確保相當規模的能戰兵力可隨時遂行作戰窗口任務並不斷提高實行水平，非能戰兵力應統籌資源集中精力進行系統作戰能力的生成訓練。整備期則處於戰備訓練間隙，應機動靈活組織作戰人員休息、裝備維修和必要訓練，為轉入訓練週期或戰備週期創造條件。戰區聯指透過預測作戰窗口，及時調整較大規模任務部隊戰備訓練的周期計劃，使其有節奏、規律地處於高度戒備狀態，為實施窗口作戰提供力量基礎。

聚焦作戰視窗滾動組織跨域協同作戰方案計畫的聯動作業。由於作戰窗口往往稍縱即逝，圍繞作戰窗口應急制定的諸軍兵種跨域協同作戰方案計劃的完備性可能會大打折扣。因此戰區聯指應凝聚指揮員及其指揮機關的集體智慧，依靠指揮資訊系統，透過體系化、程序化、專業化的快速指揮聯動作業，滾動組織擬制跨域協同作戰方案計劃。指揮聯動作業涉及上下級指揮機構聯動作業、偵控打保評全流程聯動作業及人機交互聯動作業等。實施指揮聯動作業應統一作戰意圖，聚焦作戰窗口，利用態勢共享的指揮作業平台，聯動展開平行作業，進行週期性的作戰規劃，隨時開展研判態勢，跟進提出作戰構想，增強推演評估的可信度，同步擬制並日臻完善跨域協同作戰的方案計劃。實施聯動作業有助於縮短跨域協同作戰方案計畫的製定時間，提高方案計畫的可行性，儘早掌握作戰窗口的先機。

應用作戰窗口，突顯跨域協同作戰體系對抗的效能性

戰區聯指應針對不同作戰目的任務，不同作戰對手屬性，不同作戰類型樣式，在精心籌劃和全面準備的基礎上，果斷決策發起作戰，迅速奪取作戰窗口的戰場主動權。

疊加作戰體系效能。諸軍兵種任務部隊在作戰窗口時空範圍內密切協同，整體聯動，聚焦作戰任務形成體係作戰效果。目前隨著軍事科技的快速發展與新銳作戰力量不斷調整優化，精確化、自動化、智慧化、無人化的武器裝備應用越來越廣泛，在特定的作戰窗口範圍內，幾乎每個軍兵種都或多或少地具備遠程多域精確打擊敵目標的手段。即使是陸戰型任務部隊，也具備較遠距離的精確遠火打擊能力與近海兵力投送能力，這就使得諸軍兵種任務部隊在作戰窗口內實施複合打擊，成為聯合作戰打擊敵目標的首選方式。多軍兵種複合打擊與單一軍兵種相比，將會產生更猛、更準、更穩、更快的複合打擊效能。諸軍兵種任務部隊的複合打擊效能在作戰窗口範圍內聚焦作戰目標，將促使跨域協同作戰效能的量值陡增，疊加效果更加顯現。

匯聚作戰保障資源。作戰保障資源是影響作戰窗口選擇應用的物質因素，涉及偵察情報保障、資訊保障與後裝保障等諸多資源。戰時對本戰區實施匯聚式支援保障是應用作戰窗口的關鍵。友鄰戰區的作戰支援將使任務部隊保持較高的戰備水平，指揮官將具有更多的作戰選擇性；戰略支援部隊提供的航天資訊支援、網路作戰支援將是聯合偵察情報、資訊作戰領域的重要支撐；而聯勤保障部隊是實施聯勤保障和戰略戰役支援保障的主要力量，戰區任務部隊作戰能力的波動性很大程度上受此制約。對此，透過明確作戰保障力量的使命任務、指揮權限、體制機制與法規制度等約束激勵手段，主動圍繞作戰窗口匯聚作戰保障資源，實施一體化綜合高效保障，大力提升跨域協同作戰的體系效能。

調控作戰波動週期。聯指機關指揮諸軍兵種任務部隊對敵目標實施打擊行動，其行動前需進行戰備等級轉換、協同演練與機動展開至待機地域等。即使任務部隊打擊準備速度再快，打擊方法再熟練，打擊流程再優化，也需要在相應的時間週期內完成。同時指揮與戰鬥人員會受到作戰疲勞的影響，造成指揮決策效率、打擊效能大幅降低，極大限製作戰持續時間的延長，使得任務部隊作戰能力的波動週期更加明顯。而打擊行動結束後，作戰人員的補充休整，武器裝備的保養修理，作戰經驗教訓的總結檢討，均需要一個調整週期。指揮員需根據諸軍兵種作戰方式與武器裝備毀傷機理的不同，及時調控任務部隊打擊能力的變化波動週期，明確任務部隊的能戰閾值，盡可能減少作戰波動幹擾，從而大幅提升跨域協同作戰能力。

維持作戰窗口，突顯跨域協同作戰戰場管控的穩定性

戰區聯指應嚴格控制窗口作戰的規模強度，加強連動管控，嚴控作戰成本，提升作戰效益，積極塑造有利戰場態勢，避免作戰被動，防止將窗口作戰擴大成全面作戰。

加強戰場聯動管控。諸軍兵種戰場管控對塑造穩定的作戰態勢，加強多域空間管制，維持作戰窗口有重要作用。加強跨域協同作戰戰場空間的管控，包括陸地、海洋、空中、太空、網路等戰場空間，以及電磁頻譜與時空基準戰場空間等。其中，戰場管控區域重點劃分為各領域的作戰窗口區、戰略支撐區、警戒隔離區、前沿預警區以及友鄰支援區等，諸軍兵種任務部隊在指揮員及指揮機關的統一指揮控制下，釐清跨域協同管控的主次關係，明確管控規則、機製與紀律，採用多種管控方法，綜合用級管控法

全面評估作戰效果。指揮機構應緊貼作戰窗口跨域協同作戰方案計畫的製定流程，緊貼協同控制指令，緊貼任務部隊協同動作，緊貼協同保障實際，在窗口作戰過程中實施快速、高效、持續的績效與效力評估。圍繞作戰目的的達成，適應全局聯動的窗口作戰特點，綜合運用多種作戰評估工具和手段，集成系統評估的算法、數據與能力於一體，優化作戰效益主導、流程管理、資訊支撐、人在迴路的評估體系，形成作戰命令、行動、效果的相互匹配，績效與效力時效力時相互結合的評估模式，從而提高作戰後效性指標的準確性和時效性指標的準確性和效能性指標。從而提高作戰時效性指標。

主動塑造戰場新態。經過平時持續對敵軍事鬥爭準備、互動懾控以及作戰窗口內有限的打擊較量後，敵我雙方在作戰力量對比、部署和行動等方面形成的狀態和形勢表現相對穩定，從而形成塑造了新形勢下的戰場態勢，其發展趨勢也顯得可預測、可期望。指揮者及其指揮機關對本戰略方向的敵情、我情與戰場環境的特點規律不斷深度掌握，對未來鬥爭形勢的基本輪廓走向就有了清晰認識，就能明確今後的作戰目標舉措，打贏自信也會逐步增強，為確定下一輪的作戰窗口創造了條件。

中國原創軍事資源：http://www.81.cn/jfjbmap/content/2018-12/06/content_222435888.htm

#Artificial #Intelligence, #intelligent warfare, #intellligentization, #中國軍事人工智慧武器化, #新興戰爭技術, #智慧化戰爭, #軍事資訊化與智慧化, China's Military Organization - Intelligence, Chinese Artificial Intelligence, Chinese Military Future Wars, Chinese Military Intelligentization, Dissipative Warfare, Intelligent Warfare, 中國軍事智能化, 認知域戰

Chinese Military Comprehensive Observations of Intelligent Warfare: Focus on Anti-AI Operations During Intelligent Warfare

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中國軍隊智慧化戰爭綜合觀察：聚焦智慧化戰爭中的反人工智慧作戰

現代英語：

Focus on anti-AI operations in intelligent warfare

■ Kang Ruizhi and Li Shengjie

introduction

The extensive application of science and technology in the military field has caused profound changes in the form and mode of warfare. The military game between major powers is increasingly manifested in technological subversion and counter-subversion, surprise and counter-surprise, offset and counter-offset. To win the future intelligent war, we must not only continue to promote the deep transformation and application of artificial intelligence technology in the military field, but also strengthen dialectical thinking, adhere to asymmetric thinking, innovate and develop anti-artificial intelligence combat theories and tactics, and proactively plan anti-artificial intelligence technology research and weapons and equipment research and development to achieve “breaking intelligence” and win, and strive to seize the initiative in future wars.

Fully understand the inevitability of anti-AI operations

Comrade Mao Zedong pointed out in “On Contradiction”: “The law of contradiction of things, that is, the law of the unity of opposites, is the most fundamental law of dialectical materialism.” Looking at the history of the development of military technology and its combat application, it has always been full of the dialectical relationship between attack and defense. The phenomenon of mutual game and alternating suppression between the “spear” of technology and the “shield” of corresponding counter-technology is common.

In the era of cold weapons, people not only invented eighteen kinds of weapons such as “knives, guns, swords, and halberds”, but also created corresponding “helmets, armor, and shields”. In the era of hot weapons, the use of gunpowder greatly increased the attack distance and lethality, but also gave rise to technical and tactical innovations represented by defensive fortifications such as “trench” and “bastion”. In the mechanized era, tanks shined in World War II, and people’s development of technical and tactical related to “tank armor” and “anti-tank weapons” continues to this day. In the information age, “electronic attack” and “electronic protection” around information control have set off a new wave of enthusiasm, and electronic countermeasures forces have emerged. In addition, there are countless opposing concepts in the military field such as “missiles” and “anti-missiles”, “unmanned combat” and “anti-unmanned combat”.

It should be noted that “anti-AI warfare”, as the opposing concept of “intelligent warfare”, will also gradually emerge with the extensive and in-depth application of intelligent technology in the military field. Prospective research on the concepts, principles and technical and tactical implementation paths of anti-AI warfare is not only a need of the times for a comprehensive and dialectical understanding of intelligent warfare, but also an inevitable move to seize the high ground of future military competition and implement asymmetric warfare.

Scientific analysis of anti-AI combat methods and paths

At present, artificial intelligence technology is undergoing a leapfrog development stage from weak to strong, and from special to general. From the perspective of its underlying support, data, algorithms, and computing power are still its three key elements. Among them, data is the basic raw material for training and optimizing models, algorithms determine the strategic mechanism of data processing and problem solving, and computing power provides hardware support for complex calculations. Seeking ways to “break intelligence” from the perspective of the three elements of data, algorithms, and computing power is an important method and path for implementing anti-artificial intelligence operations.

Anti-data operations. Data is the raw material for artificial intelligence to achieve learning and reasoning. The quality and diversity of data have an important impact on the accuracy and generalization ability of the model. There are many examples in life where artificial intelligence models fail due to minor data changes. For example, the face recognition model in the mobile phone may not be able to accurately identify the identity of the person because of wearing glasses, changing hairstyle or changes in the brightness of the environment; the autonomous driving model may also misjudge the road conditions due to factors such as road conditions, road signs and weather. The basic principle of implementing anti-data operations is to mislead the training and learning process or judgment process of the military intelligent model by creating “polluted” data or changing the distribution characteristics of the data, and use the “difference” of the data to cause the “error” of the model, thereby reducing the effectiveness of the military intelligent model. Since artificial intelligence models can conduct comprehensive analysis and cross-verification of multi-source data, anti-data operations should pay more attention to packaging false data information from multi-dimensional features to enhance its “authenticity”. In recent years, foreign militaries have conducted relevant experimental verifications in this regard. For example, special materials coating, infrared transmitting device camouflage and other methods are used to simulate the optical and infrared characteristics of real weapon platforms and even the engine vibration effects to deceive intelligent intelligence processing models; in cyberspace, traffic data camouflage is implemented to enhance the silent operation capability of network attacks and reduce the effectiveness of network attack detection models.

Anti-algorithm warfare. The essence of an algorithm is to describe a strategy mechanism for solving a problem in computer language. Since this strategy mechanism has a limited scope of adaptation, it may fail when faced with a wide variety of real-world problems. A typical example is Lee Sedol’s “God’s Move” in the 2016 man-machine Go match. After reviewing and analyzing the game, many professional Go players said that the “God’s Move” was not actually valid, but it worked for AlphaGo. Silva, the developer of AlphaGo, explained that Lee Sedol had hit an unknown loophole in the computer; there are also analyses that it may be that “this move” contradicts the Go logic of AlphaGo or is beyond its strategy learning range, making it unable to cope. The basic principle of implementing anti-algorithm warfare is to conduct logical attacks or logical deceptions against loopholes in the algorithm strategy mechanism and weaknesses in the model architecture to reduce the effectiveness of the algorithm. Anti-algorithm warfare should be combined with specific combat actions to achieve “misleading deception” against the algorithm. For example, drone swarm reconnaissance operations often use reinforcement learning algorithm models to plan reconnaissance routes. To address this situation, irregular or abnormal actions can be created to make the reward mechanism in the reinforcement learning algorithm model less effective or invalid, thereby achieving the goal of reducing its reconnaissance and search efficiency.

Anti-computing power operations. The strength of computing power represents the speed of converting data processing into information advantage and decision-making advantage. Unlike anti-data operations and anti-algorithm operations, which are mainly based on soft confrontation, the confrontation method of anti-computing power operations is a combination of soft and hard. Hard destruction mainly refers to the attack on the enemy’s computing power center, computing network facilities, etc., by cutting off its computing power to make it difficult for its artificial intelligence model to function; soft confrontation focuses on increasing the enemy’s computing power cost, mainly by creating a “fog” of war and data noise. For example, during combat, a large number of meaningless data such as images, audio, video, and electromagnetic are generated to contain and consume the enemy’s computing power resources, reducing the effective effect rate of its computing power. In addition, attacks can also be carried out on weak links in defense such as the support environment and supporting construction of computing power. The computing power center consumes huge amounts of electricity, and attacking and destroying its power support system can also achieve the effect of anti-computing power operations.

Proactively plan the construction of anti-AI combat capabilities

In any war, the right tactics are used to win. In the face of intelligent warfare, while continuing to promote and improve intelligent combat capabilities, it is also necessary to strengthen preparations for anti-AI operations, proactively plan theoretical innovations, supporting technology development, and equipment platform construction related to anti-AI operations, and ensure the establishment of an intelligent combat system that is both offensive and defensive, and integrated with defense and counterattack.

Strengthen the innovation of anti-AI combat theory. Scientific military theory is combat effectiveness. Whether it is military strategic innovation, military scientific and technological innovation, or other military innovations, they are inseparable from theoretical guidance. We must persist in emancipating our minds, broadening our horizons, strengthening dialectical thinking, and using the innovation of anti-AI combat theory as a supplement and breakthrough to build a theoretical system of intelligent combat that supports and serves to win the battle. We must insist on you fight yours and I fight mine, strengthen asymmetric thinking, and provide scientific theoretical support for seizing battlefield control through in-depth research on anti-AI combat concepts, strategies and tactics, and effectively play the leading role of military theory. We must persist in the integration of theory and technology, enhance scientific and technological cognition, innovation, and application, open up the closed loop between anti-AI combat theory and technology, let the two complement and support each other, and achieve deep integration and benign interaction between theory and technology.

Focus on the accumulation of anti-AI military technology. Science and technology are important foundations for generating and improving combat effectiveness. Once some technologies achieve breakthroughs, the impact will be subversive, and may even fundamentally change the traditional war offense and defense pattern. At present, major countries in the world regard artificial intelligence as a subversive technology and have elevated the development of military intelligence to a national strategy. At the same time, some countries are actively conducting research on technologies related to anti-AI operations and exploring methods of AI confrontation, with the intention of reducing the effectiveness of the opponent’s military intelligence system. To this end, we must explore and follow up, strengthen the tracking and research of cutting-edge technologies, actively discover, promote, and stimulate the development of technologies such as intelligent confrontation that have anti-subversive effects, seize the technological advantage at the beginning of anti-AI operations, and prevent enemy technological raids; we must also carefully select, focus on maintaining sufficient scientific rationality and accurate judgment, break through the technical “fog”, and avoid falling into the opponent’s technical trap.

Research and develop weapons and equipment for anti-AI operations. Designing weapons and equipment is designing future wars. What kind of wars will be fought in the future will determine what kind of weapons and equipment will be developed. Anti-AI operations are an important part of intelligent warfare, and anti-AI weapons and equipment will also play an important role on future battlefields. When developing anti-AI weapons and equipment, we must first keep close to battlefield needs. Closely combine combat opponents, combat tasks, and combat environments, strengthen anti-AI combat research, accurately describe anti-AI combat scenarios, and ensure that the demand for anti-AI combat weapons and equipment is scientific, accurate, and reasonable. Secondly, we must establish a cost mindset. The latest local war practices show that combat cost control is an important factor affecting the outcome of future wars. Anti-AI operations focus on interfering with and confusing the enemy’s military intelligence system. Increasing the development of decoy weapon platforms is an effective way to reduce costs and increase efficiency. By using low-cost simulations to show false targets to deceive the enemy’s intelligent reconnaissance system, the “brain-breaking” effect can be extended and amplified, and efforts can be made to consume its high-value strike weapons such as precision-guided missiles. Finally, we must focus on upgrading while building, using, and upgrading. Intelligent technology is developing rapidly and is updated and iterated quickly. We must closely track the opponent’s cutting-edge military intelligent technology applications, understand their intelligent model algorithm architecture, and continuously promote the application and upgrading of the latest anti-artificial intelligence technology in weapon platforms to ensure its efficient use on the battlefield.

現代國語：

關注智慧化戰爭中的反人工智慧作戰

■康睿智 李聖傑

引言

科學技術在軍事領域的廣泛運用，引起戰爭形態和作戰方式的深刻變化，大國軍事博弈越來越表現為技術上的顛覆與反顛覆、突襲與反突襲、抵消與反抵消。打贏未來智慧化戰爭，既要不斷推進人工智慧技術在軍事領域的深度轉化應用，還應加強辯證思維、堅持非對稱思想，創新發展反人工智慧作戰理論和戰法，前瞻佈局反人工智慧技術研究和武器裝備研發，實現「破智」制勝，努力把握未來戰爭主動權。

充分認識反人工智慧作戰必然性

毛澤東同志在《矛盾論》中指出：「事物的矛盾法則，即對立統一的法則，是唯物辯證法的最根本的法則。」縱觀軍事技術發展及其作戰運用歷史，從來都充滿了攻與防的辯證關系，技術之「矛」與相應反制技術之「盾」之間相互博弈、交替壓制的現象屢見不鮮壓制的現象屢見不鮮。

在冷兵器時代，人們不僅發明出「刀、槍、劍、戟」等十八般兵器，與之相應的「盔、甲、盾」等也被創造出來。熱兵器時代，火藥的使用大幅提升了攻擊距離和殺傷力，但同時也催生了以「塹壕」「棱堡」等防禦工事為代表的技術戰術創新。機械化時代，坦克在二戰中大放異彩，人們對「坦克裝甲」與「反戰車武器」相關技戰術的開發延續至今。資訊時代，圍繞制資訊權的「電子攻擊」與「電子防護」又掀起一陣新的熱潮，電子對抗部隊應運而生。此外，「導彈」與「反導」、「無人作戰」與「反無人作戰」等軍事領域的對立概念不勝枚舉。

應當看到，「反人工智慧作戰」作為「智慧化作戰」的對立概念，也必將隨著智慧技術在軍事領域的廣泛深度運用而逐漸顯現。前瞻性研究反人工智慧作戰相關概念、原則及其技戰術實現路徑，既是全面辯證認識智慧化戰爭的時代需要，也是搶佔未來軍事競爭高地、實施非對稱作戰的必然之舉。

科學分析反人工智慧作戰方法路徑

目前，人工智慧技術正經歷由弱向強、由專用向通用的跨越式發展階段。從其底層支撐來看，數據、演算法、算力依舊是其三大關鍵要素。其中，數據是訓練和優化模型的基礎原料，演算法決定了數據處理與問題解決的策略機制，算力則為復雜計算提供硬體支撐。從數據、演算法、算力三個要素的角度尋求「破智」之道，是實施反人工智慧作戰的重要方法路徑。

反數據作戰。數據是人工智慧實現學習和推理的原始素材，數據的品質和多樣性對模型的準確度和泛化能力有重要影響。生活中因為微小數據變化而導致人工智慧模型失效的例子比比皆是。例如，手機中的人臉識別模型，可能會因人戴上眼鏡、改變發型或環境明暗變化等原因，而無法準確識別身份；自動駕駛模型也會因路況、路標及天氣等因素，產生對道路情況的誤判。實施反數據作戰，其基本原理是通過製造“污染”數據或改變數據的分佈特徵，來誤導軍事智能模型的訓練學習過程或判斷過程，用數據之“差”引發模型之“謬”，從而降低軍事智能模型的有效性。由於人工智慧模型能夠對多源數據進行綜合分析、交叉印證，反數據作戰應更加註重從多維特徵出發，包裝虛假數據信息，提升其「真實性」。近年來，外軍在這方面已經有相關實驗驗證。例如，利用特殊材料塗裝、紅外線發射裝置偽裝等方式，模擬真實武器平台光學、紅外特徵甚至是發動機震動效果，用以欺騙智能情報處理模型；在網絡空間，實施流量數據偽裝，以提升網絡攻擊靜默運行能力，降低網絡攻擊檢測模型的效果。

反演算法作戰。演算法的本質，是用計算機語言描述解決問題的策略機制。由於這種策略機制的適應範圍有限，在面對千差萬別的現實問題時可能會失效，一個典型例子就是2016年人機圍棋大戰中李世石的「神之一手」。不少職業圍棋選手復盤分析後表示，「神之一手」其實並不成立，但卻對「阿爾法狗」發揮了作用。 「阿爾法狗」開發者席爾瓦對此的解釋是，李世石點中了電腦不為人知的漏洞；還有分析稱，可能是「這一手」與「阿爾法狗」的圍棋邏輯相悖或不在其策略學習範圍內，導致其無法應對。實施反演算法作戰，其基本原理是針對演算法策略機制漏洞和模型架構弱點，進行邏輯攻擊或邏輯欺騙，以降低演算法有效性。反演算法作戰應與具體作戰行動結合，達成針對演算法的「誤導欺騙」。例如，無人機群偵察行動常採用強化學習演算法模型規劃偵察路徑，針對此情況，可透過製造無規則行動或反常行動，致使強化學習演算法模型中的獎勵機制降效或失效，從而達成降低其偵察搜尋效率的目的。

反算力作戰。算力的強弱代表著將資料處理轉換為資訊優勢和決策優勢的速度。不同於反數據作戰和反演算法作戰以軟對抗為主，反算力作戰的對抗方式是軟硬結合的。硬摧毀主要指對敵算力中心、計算網絡設施等實施的打擊，通過斷其算力的方式使其人工智能模型難以發揮作用；軟對抗著眼加大敵算力成本，主要以製造戰爭“迷霧”和數據噪聲為主。例如，作戰時大批量產生影像、音訊、影片、電磁等多類型的無意義數據，對敵算力資源進行牽制消耗，降低其算力的有效作用率。此外，也可對算力的支撐環境和配套建設等防備薄弱環節實施攻擊，算力中心電能消耗巨大，對其電力支援系統進行攻擊和摧毀，也可達到反算力作戰的效果。

前瞻佈局反人工智慧作戰能力建構

凡戰者，以正合，以奇勝。面對智慧化戰爭，持續推進提升智慧化作戰能力的同時，也需強化對反人工智慧作戰的未雨綢繆，前瞻佈局反人工智慧作戰相關理論創新、配套技術發展和裝備平台建設，確保建立攻防兼備、防反一體的智慧化作戰體系。

加強反人工智慧作戰理論創新。科學的軍事理論就是戰鬥力，軍事戰略創新也好，軍事科技創新也好，其他方面軍事創新也好，都離不開理論指導。要堅持解放思想、開闊視野，強化辯證思維，以反人工智慧作戰理論創新為補充和突破，建構支撐和服務打贏制勝的智慧化作戰理論體系。要堅持你打你的、我打我的，強化非對稱思想，通過對反人工智慧作戰概念、策略戰法等問題的深化研究，為奪取戰場制智權提供科學理論支撐，切實發揮軍事理論的先導作用。要堅持理技融合，增強科技認知力、創新力、運用力，打通反人工智慧作戰理論與技術之間的閉環迴路，讓兩者互相補充、互為支撐，實現理論與技術的深度融合和良性互動。

注重反人工智慧軍事技術累積。科學技術是產生和提高戰鬥力的重要基礎，有些技術一旦取得突破，影響將是顛覆性的，甚至可能從根本上改變傳統的戰爭攻防格局。當前，世界各主要國家將人工智慧視為顛覆性技術，並將發展軍事智慧化上升為國家戰略。與此同時，也有國家積極進行反人工智慧作戰相關技術研究，探索人工智慧對抗方法，意圖降低對手軍事智慧系統效能。為此，既要探索跟進，加強對前沿技術的跟踪研究，積極發現、推動、催生智能對抗這類具有反顛覆作用的技術發展，在反人工智能作戰起步階段就搶佔技術先機，防敵技術突襲；還要精挑細選，注重保持足夠科學理性和準確判斷，破除技術“迷霧”，避免陷入對手技術陷阱。

研發反人工智慧作戰武器裝備。設計武器裝備就是設計未來戰爭，未來打什麼仗就發展什麼武器裝備。反人工智慧作戰是智慧化戰爭的重要組成部分，反人工智慧武器裝備也將在未來戰場上發揮重要作用。在研發反人工智慧作戰武器裝備時，首先要緊貼戰場需求。緊密結合作戰對手、作戰任務和作戰環境等，加強反人工智慧作戰研究，把反人工智慧作戰場景描述準確，確保反人工智慧作戰武器裝備需求論證科學、準確、合理。其次要樹立成本思維。最新局部戰爭實踐表明，作戰成本控制是影響未來戰爭勝負的重要因素。反人工智慧作戰重在對敵軍事智慧系統的干擾與迷惑，加大誘耗型武器平台研發是一種有效的降本增效方法。通過低成本模擬示假目標欺騙敵智能偵察系統，可將「破智」效應延伸放大，力爭消耗其精確制導導彈等高價值打擊武器。最後要注重邊建邊用邊升級。智慧技術發展速度快、更新迭代快，要緊密追蹤對手前沿軍事智慧技術應用，摸準其智慧模型演算法架構，不斷推動最新反人工智慧技術在武器平台中的運用升級，確保其戰場運用的高效能。

中國原創軍事資源：http://www.81.cn/ll_208543/16387159888.html

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Chinese Military Intelligent Warfare Imminent

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中國軍事智慧化戰爭迫在眉睫

現代英語：

At present, accelerating the development of military intelligence is becoming a consensus among the world’s superpowers. Artificial intelligence technology is accelerating its penetration into the military field and has become an important driving force for military reform. It will inevitably give rise to new combat styles and change the internal mechanism of war. We should firmly grasp the new quality growth point of military intelligence to enhance the combat effectiveness of the army, organically integrate military theory, science and technology, and military applications, intelligently upgrade traditional combat fields, and innovate combat concepts, so that the “intelligent factor” radiates from weapons and equipment to all aspects of military construction, and focus on breakthroughs in key areas such as military theory systems, command information systems, unmanned combat systems, comprehensive support systems, and new combat forces, and promote the reshaping, reconstruction, transformation and upgrading of combat systems.

Artificial intelligence stimulates new developments in theory

When new military technologies, operational concepts, and organizational structures interact to significantly enhance military operational capabilities, they will promote new military changes. The increasingly widespread application of artificial intelligence in the military field is becoming an important driver of military change, thereby giving rise to new operational styles and changing the internal mechanism of winning wars.

Innovative combat theory. New disruptive technologies in the field of intelligence have opened up new space for innovation in military theory. Integrating precision strike ammunition and unmanned equipment into the network information system will give rise to new intelligent combat theories such as “distributed killing”, “multi-domain warfare”, “combat cloud”, “swarm tactics”, and “intelligent security warfare”; combining intelligent technology with information dominance theory, relying on one’s own information advantages and decision-making advantages, cutting off and delaying the opponent’s information and decision-making loops in the decentralized battlefield network will become the key to winning intelligent warfare. Enrich combat styles. With the development and maturity of intelligent technology and the large-scale deployment of unmanned autonomous combat platforms, unmanned combat will become a disruptive new combat style that dominates future battlefields. Infiltrate the entire process of warfare with intelligent elements, use intelligent perception, intelligent decision-making, intelligent control, and unmanned platforms to innovate the combat process. Use unmanned systems and manned systems in coordination, cluster and plan the use of unmanned combat platforms to enrich combat styles. Expand combat forces. The widespread application of intelligent systems and unmanned combat platforms will further enrich the connotation of new combat forces, and various “mixed” new combat forces will be applied on the battlefield. With the construction and application of the Internet of Things, big data, and cloud computing technologies in the military field, new combat forces such as space and networks will play an increasingly important role in future wars.

Accelerate the intelligent upgrade of command systems

The intelligence of command information systems is the key to achieving a leap forward in combat command means and forming decision-making advantages. In future wars, the battlefield space will be unprecedentedly expanded, the elements of war will be extremely rich, the tempo of confrontation will be significantly accelerated, and the combat system will change dynamically. There is an urgent need for the in-depth application of intelligent technology in battlefield perception, command decision-making, and human-computer interaction.

In terms of intelligent perception, intelligent sensing and networking technologies are adopted to widely and rapidly deploy various intelligent perception nodes, conduct active collaborative detection for tasks, and build a transparent and visible digital combat environment. Relying on technologies such as data mining and knowledge graphs, intelligent processing in aspects such as multi-source intelligence fusion and battlefield situation analysis is carried out to dispel the fog of war, analyze the enemy’s combat intentions, and predict the development of the battle situation. In terms of intelligent decision-making, by constructing combat model rules, using actuarial, detailed, deep and expert reasoning methods, commanders are assisted in making quick decisions in multi-level planning and ad hoc handling of strategies, campaigns, tactics, etc.; using machine learning, neural network and other technologies to create a “command brain” to learn and apply the laws of war and the art of command in terms of planning, strategy planning, and battle situation control, and expand the wisdom of commanders with machine intelligence. In terms of intelligent interaction, we comprehensively utilize intelligent interaction technologies such as feature recognition, semantic understanding, virtual augmented reality, holographic touch, and brain-computer interface to summarize and analyze the behavioral characteristics of commanders, build new human-computer interaction environments such as holographic projection digital sandbox, immersive battlefield perception command, and wearable smart devices, and provide intelligent means to support commanders in perceiving the battlefield and controlling the battle situation.

Build an intelligent unmanned combat system

Intelligent unmanned combat systems are a new trend in the development of future war equipment. The core is to aim at the requirements of “zero casualties”, “full coverage” and “quick response” in future wars, make full use of the development results of new theories, new materials, new processes, new energy and new technologies, and continuously make breakthroughs in human-machine collaboration and autonomous action, build a new type of intelligent unmanned army on a large scale, and realize the systematic collaborative combat of unmanned combat systems.

In terms of human-machine collaboration, relying on the integrated space-ground information network, self-organizing network and collaborative interaction technology, we will open up the human-machine interaction link and establish a manned-unmanned collaboration system of “human-led, machine-assisted, mixed formation, and joint action”. Facing complex combat missions and the global battlefield environment, we will strengthen the research on mechanisms and technologies such as safe and reliable information transmission, precise and efficient behavior control, and highly coordinated human-machine mixing to achieve highly compatible human-machine collaborative combat. In terms of autonomous action, relying on mission planning, distributed computing and intelligent networking technologies, research and develop unmanned combat systems and cluster formation technologies with fast response speed, strong adaptability, high reliability, flexible organization plan and reasonable action planning. They can fully respond to various changes in terrain, weather, disasters, damage, etc., and intelligently and dynamically adjust movement posture, travel route, firepower use, energy distribution, self-healing and self-destruction strategies to realize the replacement of humans by intelligent machines, expand the combat space, and avoid casualties.

Strengthening intelligent comprehensive security measures

Before troops move, support comes first. On the intelligent battlefield, the realization of comprehensive support for joint operations is an important factor that directly affects the combat effectiveness of troops. The development of intelligent technology will inevitably trigger revolutionary changes in the construction of the joint combat support system and realize intelligent comprehensive support.

In terms of political work, we will make full use of technologies such as social networks, personnel profiling, public opinion monitoring, sentiment analysis, and behavior prediction to build an intelligent political work system covering battlefield control, public opinion and legal struggle, social situation monitoring, personnel relationship analysis, personnel ideological trends, human resource management and other businesses, to provide support for exploring new approaches, new carriers, and new models for ideological and political work. In terms of after-sales support, by using technologies such as the Internet of Things, drones, smart cars, remote surgery, and 3D printing, we have upgraded and built an intelligent after-sales support system covering intelligent warehousing, intelligent delivery, intelligent maintenance, and intelligent medical care, to achieve automatic, rapid, and accurate supply of battlefield after-sales materials, rapid diagnosis and repair of equipment failures, and timely rescue of battlefield personnel, turning passive support into active services, and improving the overall efficiency and effectiveness of after-sales support. In terms of combat training, by comprehensively using technologies such as cloud computing, virtual reality, simulated confrontation, and adjudication and evaluation, we have created an integrated training platform for “guidance, control, adjudication, evaluation, and management”, an intelligent virtual blue army, and an immersive training environment to support tactics and strategy training, equipment skills training, and joint confrontation exercises.

Exploring the intelligent combat force system

The new intelligent combat force system is a comprehensive product of the development of artificial intelligence technology, the formation of new-quality combat power and the evolution of war forms. It is the “killer hand” for seizing the initiative in the future global combat space, the key to forming an integrated joint combat system, and a new growth point for our military’s combat power.

Focus on new battlefields. The combat space of the new era has expanded from the traditional battlefield space to new battlefields such as space, the Internet, and spiritual will, and gradually extended to various fields of human activities and ideology. New combat forces such as rapid response satellites, network autonomous security, brain-controlled weapons, and genetic weapons are being integrated into the combat system. Military intelligence plays an increasingly important role in new combat styles such as space warfare, network warfare, mind warfare, and biological warfare. Pay attention to new technologies. Intelligent space-based weapon systems, with outer space as the battlefield, will help achieve the struggle for control of the sky; based on autonomous network intelligent security technology, it will help achieve a network security confrontation with integrated offense and defense and dynamic defense; brain control technology will help to attack the enemy’s spirit, nerves and mind; intelligent means may also accelerate the development of genetic weapons in some countries. Military intelligence is integrating into all aspects of the military field at an unprecedented speed, breadth and depth, deconstructing and reshaping the traditional appearance of war presented to the world. We must plan ahead to be invincible.

Laying a solid foundation for the development of intelligent military

The construction of military intelligence is a large and complex systematic project. Accelerating the development of military intelligence requires advanced theories as support, institutional mechanism construction as guarantee, technological breakthroughs as the starting point, and talent team building as the source of motivation.

Establish a collaborative innovation mechanism for military-civilian integration. The rapid development of intelligent technology has become an accelerator for military intelligence. In the information age, the boundaries between military and civilian technologies are becoming increasingly blurred, and their convertibility is becoming increasingly stronger. Actively establish a collaborative innovation mechanism for military-civilian integration, continuously strengthen the driving force of military core technologies, build an open industry-university-research collaborative innovation system for the whole society, make forward-looking arrangements for core cutting-edge technologies such as artificial intelligence, support investment, give full play to the innovation power of the entire society, and promote the rapid and sustainable development of military intelligence. Accelerate the advancement of technological breakthroughs in key areas. We must focus on relevant key technology areas and break the technical bottlenecks that restrict the development of military intelligence. On the one hand, we should strengthen research in the basic support areas of military intelligence, such as military big data and military Internet of Things; on the other hand, based on battlefield needs, we should strengthen research on intelligent application technologies in various combat elements, especially intelligent command decision-making, intelligent weapon platforms, and intelligent battlefield perception. We should vigorously build a team of high-quality talents. Military intelligence places higher demands on the quality of people. Only the effective combination of high-quality personnel and intelligent weapons can maximize combat effectiveness. To accelerate the development of military intelligence, we should explore the training rules of relevant talents, make full use of military and local education resources, increase the training of relevant talents, and provide solid intellectual support and talent guarantee for promoting the construction of military intelligence.

(Yin Junsong, Cheng Gang)

現代國語：

當前，加速軍事智能化發展正成為世界強國的共識。人工智慧技術加速向軍事領域滲透，已成為軍事變革的重要推手，必將催生新的作戰樣式，改變戰爭的內在機理。應緊緊抓住軍事智能化這個提升軍隊戰鬥力的新質增長點，有機融合軍事理論、科學技術和軍事應用，智能升級傳統作戰領域、創新作戰概念，使「智能因子」由武器裝備輻射至軍隊建設的各個方面，在軍事理論體系、指揮資訊系統、無人作戰系統、綜合保障體系、新型作戰力量等重點領域聚力轉型，在軍事理論體系、指揮資訊系統、無人作戰系統、綜合保障體系、新型作戰力量等重點領域聚力轉型，推動戰力領域的重塑突破與再造和再造一個關鍵領域的重塑。

人工智慧催生理論新發展

當新的軍事技術、作戰理念和組織編成相互作用顯著提升軍事作戰能力時，將促進新的軍事變革。人工智慧在軍事領域越來越廣泛的應用，正成為軍事變革的重要推手，由此催生新的作戰樣式，改變戰爭制勝的內在機理。

創新作戰理論。智慧領域新的顛覆性技術，為軍事理論創新開啟了新的空間。將精確打擊彈藥、無人裝備融入網絡資訊體系，催生「分散式殺傷」「多域戰」「作戰雲」「蜂群戰術」「智慧安全戰」等新的智能化作戰理論；將智能化技術與資訊主導理論相結合，憑借己方的資訊優勢與決策優勢，在去中心化的戰場網絡中切斷關鍵與遲滯對手的資訊與決策迴路，成為智能化的戰場網絡中與決策迴路的資訊與決策迴滯。豐富作戰樣式。伴隨著智慧技術的發展成熟以及無人自主作戰平台的規模列裝，無人作戰將成為一種顛覆性的新型作戰樣式主導未來戰場。將智慧化要素滲透於戰爭的整個流程，運用智慧感知、智慧決策、智慧控制、無人平台，創新作戰流程。協同運用無人系統與有人系統，集群、規劃運用無人作戰平台，豐富作戰樣式。拓展作戰力量。智慧系統與無人作戰平台的廣泛應用，將進一步豐富新型作戰力量的內涵，各類「混搭式」新型作戰力量將邁向戰場應用。隨著物聯網、大數據、雲端運算技術在軍事領域的建設運用，太空、網路等新型作戰力量將在未來戰爭中發揮越來越重要的作用。

加速指揮系統智慧化升級

指揮資訊系統的智慧化是作戰指揮手段實現躍升、形成決策優勢的關鍵。未來戰爭，戰場空間空前擴展、戰爭要素極大豐富、對抗節奏明顯加快、作戰體系動態變化，迫切需要智慧技術在戰場感知、指揮決策和人機互動等方面深度運用。

在智能感知方面，採用智慧傳感與組網技術，廣泛快速部署各類智能感知節點，面向任務主動協同探測，構建透明可見的數字化作戰環境；依托數據挖掘、知識圖譜等技術，開展多源情報融合、戰場情況研判等方面的智能化處理，撥開戰爭迷霧，透析敵作戰意圖，預測戰局發展。在智能決策方面，通過構建作戰模型規則，以精算、細算、深算和專家推理方式，輔助指揮員在戰略、戰役、戰術等多級籌劃規劃和臨機處置中實現快速決策；運用機器學習、神經網絡等技術打造“指揮大腦”，從謀局布勢、方略籌劃、戰局控制等方面學習戰爭規律和拓展藝術員，以掌控機器和拓展藝術員。在智慧互動方面，綜合利用特徵識別、語義理解、虛擬增強現實、全像觸摸、腦機介面等智慧互動技術，歸納分析指揮人員行為特徵，建構全像投影數字沙盤、沉浸式戰場感知指揮、穿戴式智慧型裝置等新型人機互動環境，為指揮者感知戰場、掌控戰局提供智慧化手段支撐。

構建智慧化無人作戰系統

智慧化無人作戰系統是未來戰爭裝備發展新趨勢。其核心在於瞄準未來戰爭「零傷亡」「全覆蓋」「快響應」等要求，充分運用新理論、新材料、新工藝、新能源、新技術發展成果，在人機協同和自主行動兩個方面不斷取得突破，規模化打造新型智能無人之師，實現無人作戰系統的體系化協同作戰。

在人機協同方面，依托天地一體資訊網絡、自組網和協同交互技術，打通人機交互鏈路，建立“人為主導、機器協助、混合編組、聯合行動”的有人-無人協作體系，面向復雜作戰任務、全局戰場環境，加強安全可靠的信息傳輸、精準高效的行為控制、高度協同的人機組合作等機制和技術研究，實現高可靠的信息傳輸。在自主行動方面，依托任務規劃、分佈計算和智能組網技術，研究發展反應速度快、適應能力強、可靠程度高、編組計劃靈活、行動規劃合理的無人作戰系統及集群編隊技術，充分應對地形、天氣、災害、毀傷等各種變化，智能動態調整運動姿態、行動規劃、火力運用、能源分配和自傷自毀自毀等策略，實現智能機器等策略，以避免

建強智慧化綜合保障手段

兵馬未動，保障先行。智慧化戰場，聯合作戰綜合保障實現度是直接影響部隊戰鬥力生成的重要因素。智慧化技術的發展必將觸發聯合作戰保障體系建設的革命性變化，實現智慧化綜合保障。

在政治工作方面，充分運用社會網絡、人員畫像、輿情監控、情感分析、行為預測等技術，建構覆蓋戰場管控、輿論法理鬥爭、社情監控、人員關系分析、人員思想動態、人力資源管理等業務的智能政工體系，為探索思想政治工作的新途徑、新載體、新模式提供支撐。在後裝保障方面，透過運用物聯網、無人機、智慧車、遠端手術、3D列印等技術，升級打造涵蓋智慧倉儲、智慧投送、智慧維修、智慧醫療等智慧後裝保障體系，實現戰場後裝物資自動快速精準補給、裝備故障快速診斷與維修、戰場人員及時救護，變被動保障為整體主動保障。在作戰訓練方面，通過綜合運用雲計算、虛擬現實、模擬對抗、裁決評估等技術，打造「導、控、裁、評、管」一體化演訓平台、智慧化虛擬藍軍、沉浸式訓練環境，支撐戰法謀略研練、裝備技能訓練、聯合對抗演練。

探索智慧化作戰力量體系

智慧化新型作戰力量體係是人工智慧技術發展、新質戰鬥力形成與戰爭形態演變的綜合產物，是奪取未來全局作戰空間主動權的“殺手鐧”，是構成一體化聯合作戰體系的關鍵，是我軍戰鬥力新的增長點。

著眼新戰場。新時代的作戰空間由傳統戰場空間向太空、互聯網、精神意誌等新型戰場拓展，逐漸延伸至人類活動和意識形態各領域，快速響應衛星、網絡自主安防、大腦控制武器、基因武器等新質作戰力量正在融入作戰體系，軍事智能化在太空戰、網絡戰、意念戰、生物戰等新型作戰力量中扮演越來越重要的角色。關注新技術。智能化的天基武器系統，以外層空間為戰場，有助於實現對製天權的爭奪；基於自主網絡智能安全技術，有助於實現攻防一體、動態防禦的網絡安全對抗；控腦技術，有助於實現對敵方人員精神、神經和心靈進行攻擊；智能化手段還可能加速某些國家基因武器研製。軍事智能化正在以前所未有的速度、廣度和深度融入軍事領域的各個層面，解構重塑著戰爭呈現給世人的傳統面貌，我們必須未雨綢繆，方可立於不敗之地。

夯實軍事智能化發展基礎

軍事智能化建設是一個龐大復雜的系統工程，加快推進軍事智能化發展需要以先進的理論作為支撐，以體制機制建設作為保障，以技術突破為抓手，以人才隊伍建設為動力源泉。

建立軍民融合協同創新機制。智慧技術的快速發展，已成為軍事智能化的加速器。資訊時代軍用技術和民用技術的界線越來越模糊，可轉換性越來越強。積極建立軍民融合協同創新機制，不斷強化軍用核心技術原動力，建構全社會開放的產學研協同創新體系，對人工智慧等核心前沿技術前瞻佈局、扶持投資，充分發揮整個社會的創新力量，促進軍事智能化快速可持續發展。加速推進重點領域技術突破。要聚焦相關重點技術領域，打破限制軍事智慧化發展的技術瓶頸。一方面，加強軍事智慧化基礎支撐領域的研究，例如，軍事大數據、軍事物聯網等；另一方面，從戰場需求出發，加強各個作戰要素方面的智慧化應用技術研究，尤其是智慧化指揮決策、智慧化武器平台、智慧化戰場感知等方面的研究。大力建設高素質人才隊伍。軍事智能化對人的素質提出了更高要求，高素質人員和智慧化武器的有效結合，才能最大程度地發揮作戰效能。加速軍事智慧化發展，應抓緊探索相關人才的培養規律，充分利用軍地教育資源，加大相關人才培養力度，為推進軍事智慧化建設提供堅實的智力支持與人才保障。 （

尹峻松、程鋼）

中國原創軍事資源：http://www.mod.gov.cn/gfbw/jmsd/4810306888.html?

#Information Support Force, #intelligent warfare, #intellligentization, Chinese Military Characteristics & Development Trends of Cognitive Domain Operations and Warfare, Chinese Military Cognitive Domain Operations

Chinese Military Analysis Development Trends of Combat Coordination During Era of Intelligence

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中國軍事分析智能化時代作戰協同發展趨勢

現代英語：

Operational coordination is a key element in achieving systemic operations, releasing overall effectiveness, and achieving operational objectives in modern warfare. In recent years, with the breakthrough progress of military science and technology represented by artificial intelligence, the enabling and efficiency-enhancing role of science and technology has become more prominent. While profoundly changing the form of war and combat style, it has also spawned a new mode of operational coordination – autonomous coordination. At present, we should scientifically grasp the opportunities and challenges of the new military revolution, dynamically coordinate the development trend of autonomous coordination, and thus promote the accelerated transformation and upgrading of combat methods.

Transforming towards intelligent empowerment and autonomous collaboration

Future wars will be all-round confrontations between the two sides using “people + intelligent equipment”. Limited by military technology, system platforms, combat capabilities, etc., traditional combat coordination has been difficult to adapt to the modern battlefield where opportunities are fleeting due to limitations such as periodic solidification and low fault tolerance. With the strong support of advanced technical means such as artificial intelligence and big data, the autonomy and automation level of combat coordination will be greatly improved, and autonomous coordination under intelligent empowerment will also become the key to defeating the enemy.

Wide-area ubiquitous collaboration. In recent years, the in-depth development of communication technology and intelligent technology, the accumulation of data, algorithms, and computing power have promoted the interconnection and aggregation of people, machines, objects, and energy, and extended the military Internet of Things to many fields such as situational awareness, command and control, information and fire strikes, and after-sales support. While promoting the iterative upgrade of combat capabilities, it also provides more options for modern combat collaboration. It can be foreseen that the military Internet of Things will shine on future battlefields. It is not only a key infrastructure to support combat operations, but also a joint hub to maintain combat collaboration. With this as a basis, it will give rise to ubiquitous operations with wide-area dispersion of forces, organizational modules, and highly coordinated actions, which are omnipresent, ubiquitous, and uncontrolled and autonomous.

Deep collaboration between humans and machines. In the Nagorno-Karabakh conflict, the Azerbaijani army built a strong battlefield advantage with the advantage of drones, and to some extent, it also announced the debut of “robot war”. In future wars, unmanned combat forces such as drones, unmanned vehicles, and unmanned ships are accelerating from backstage support and guarantee to front-line combat, and are beginning to play the “protagonist” of the battlefield. Compared with traditional combat coordination, manned and unmanned intelligent coordination presents the characteristics of “decentralization” of combat command, “de-division of labor” in the combat process, high-end skill operation, and fuzzification of the front and rear, and emphasizes human-machine collaboration and algorithm victory. Especially in recent years, intelligent unmanned clusters have emerged and begun to strongly impact the modern battlefield. In the face of these new situations and changes, cluster formation algorithms, formation control algorithms, and complex scene optimization algorithms should be used in a coordinated manner to promote unmanned and manned networking communications and intelligent coordination, promote the integrated operation of intelligence chain, command chain, mobility chain, strike chain, and support chain, and accelerate the generation of precise enemy comprehensive combat capabilities.

Digital intelligence drives collaboration. The traditional combat coordination model under progressive command is no longer able to adapt to the multi-dimensional fast pace of modern warfare. In future wars, intelligence is the key and data is king. The deep integration of big data, cloud computing, and artificial intelligence has realized the storage, analysis, integration, and application of massive battlefield data, making command and control more scientific and combat coordination more efficient. With powerful resource integration, computing processing, and data analysis capabilities, battlefield intelligence can be quickly integrated, battlefield situation can be perceived in real time, coordination plans can be efficiently formulated, and threat levels can be instantly assessed. The prediction of combat operations, the dissection of typical scenarios, the deployment of combat forces, and the allocation of combat resources can be coordinated as a whole, thereby comprehensively improving the comprehensive quality and efficiency of command and control, firepower strikes, and comprehensive support, and promoting revolutionary changes in combat coordination.

Evolving towards multi-domain linkage and autonomous collaboration

In future wars, the participating forces will be complex and diverse, weapons and equipment will be matched at different levels, and combat methods will be used in a mixed manner, showing distinct characteristics such as intelligent dynamic dispersion of combat command, intelligent wide-area deployment of combat forces, and intelligent dynamic differentiation of combat tasks. It can be foreseen that multi-domain linkage and autonomous coordination will become an important component of combat coordination.

System self-reshapes coordination. In future wars, the multi-domain battlefield space will be a combination of virtual and real, various military operations will interact, and constraints and collaboration will be randomly transformed. Only by adopting an engineered and systematic organizational model can we adapt to the complex multi-domain coordination needs. The essence of this coordination model is to form a wide-area holographic support framework for system self-reshape coordination. Specifically, it is to highlight the concept of system combat, and to solve the practical contradictions such as organizational system construction, institutional mechanism establishment, and coordination rule formulation from an overall perspective; to pay more attention to the system integration effect, and to achieve beyond-visual-range combat and cross-domain coordinated combat of combat units from a wide area; to emphasize efficient and flexible command, to refine the command relationship from various dimensions, and to clarify the command responsibilities; to pay more attention to data precision drive, to integrate network system platforms at all levels, and to establish a dynamic optimization network for detection, control, attack, evaluation and protection tasks. Once this coordination model is formed, it will undoubtedly be able to study and predict typical confrontation scenarios, dynamically select action coordination links, and plan combat operations in various fields in an integrated manner according to the combat environment, combat opponents, and combat tasks.

Tactical adaptive coordination. Local wars and conflicts in recent years have repeatedly shown that the complexity and systemicity of combat coordination have increased exponentially due to the extension of combat data information to the tactical level. Only by achieving efficient processing, integration and sharing of combat data information can adaptive and autonomous coordination between combat users be guaranteed. This coordination model pays more attention to scientific planning and innovative means to form a universal battlefield situation map with full-dimensional coverage, support hierarchical, leapfrog and cross-domain sharing and collaboration among users of all levels and types deployed in a wide area, realize the common perception of battlefield situation by command elements and combat units, and ensure self-synchronous operations within the framework of unified strategic intent, campaign guidance and coordination plan. This coordination model emphasizes the vertical integration of strategy, campaign and tactics, and the horizontal integration of land, sea, air, space and electricity, provides strong information sharing services in detection, early warning and surveillance, and relies on information media to promote the extension of campaign-level joint to tactical-level joint. This coordination model highlights the standardized operation of command operation and force application, and promotes the connection of combat command levels, cross-domain linkage, element interaction and situation sharing with the help of cutting-edge technologies such as big data and cloud computing, realizes intelligent coordination between command systems, weapon platforms and sensors, and implements the key to winning by defeating slowness with speed.

Advantages and intelligence complement and synergy. In future wars, combat operations in space, network and other fields will be deeply integrated into the traditional battlefield space, requiring higher standards and higher requirements for planning and design of the overall combat situation. Only by clarifying the complementary relationship of advantages in various combat domains and the proportion of input and effectiveness, and then sorting out the operational relationship of cross-domain coordination, can we bridge the gap in field operations and achieve complementary advantages on the multi-dimensional battlefield. In essence, this is also a concentrated reflection of the view of war efficiency. From another perspective, in a war, when the local advantage of the battlefield is not obvious or there is a hidden crisis, by gaining local advantages in other fields to make up for it and achieve comprehensive advantages, the overall goal of winning can also be achieved. In the future information-based and intelligent wars, this point will be more prominent and more complex, requiring comprehensive measures in the fields of military, politics, public opinion, legal theory, psychology, diplomacy, etc., and leveraging each other to fully release the maximum combat effectiveness; requiring traditional forces and new forces to work closely together, relying on the network information system to build an integrated combat system, and maximizing overall effectiveness through advantage synergy.

Transition to Dynamically Coupled Autonomous Collaboration

In the era of artificial intelligence, along with the profound changes in information technology and weapons and equipment, combat operations place more emphasis on breaking up traditional force groupings, connecting traditional platform functions, breaking traditional offensive and defensive boundaries, and achieving full-time dynamic control of combat operations through dynamic coupling and autonomous coordination.

Dynamic focal point coordination. In future wars, the enemy-to-enemy confrontation will be more intense, and the battlefield situation will be more changeable. The previous static, extensive, and step-by-step coordination methods will be difficult to adapt. It is necessary to pay close attention to the key nodes of the operation. On the basis of keeping a close eye on the overall situation, anchoring the combat mission, and focusing on the combat objectives, we must assess the situation and seize the opportunity. According to the predetermined coordination rules, we can flexibly change the coordination objects, flexibly adjust the coordination strategies, and autonomously negotiate and coordinate actions. It should be noted that this coordination method based on key combat nodes particularly emphasizes that combat forces transcend structural barriers and organically aggregate combat effectiveness. Through the flexible structure of the collaborative organization, self-coupling and autonomous elimination of contradictions and conflicts, bridging combat gaps, and promoting the precise release of the combined forces of the combat system.

Dynamic control and coordination. The battlefield situation in future wars is changing rapidly, and the combat process is often difficult to advance according to the predetermined combat plan, and combat operations have great uncertainty. Invisibly, this also requires us to break through traditional combat thinking, keep a close eye on the changes in the battlefield situation, and implement immediate, flexible and autonomous coordination of the combat process. This collaborative method, through real-time assessment of battlefield situation changes, the degree of damage to enemy targets, and the scale and efficiency of combat operations, can achieve rapid command and control, precise coordination in force projection, fire support, and comprehensive support, and always grasp the initiative on the battlefield. This collaborative method requires relying on advanced intelligent auxiliary means to quickly divide the combat phase, predict the duration of combat operations, analyze the overall deployment of combat forces, calculate the allocation of combat operation resources, and accurately control the decision-making cycle and combat rhythm, and accurately coordinate the actions of troops and the combat process to ensure that various randomness and uncertainties in combat can be effectively dealt with.

Dynamic response coordination. The operational mechanism of future wars is unpredictable. The deep effects of asymmetric operations, hybrid games, and system emergence will inevitably lead to various emergencies in the implementation of the planned operational plans. To this end, dynamic coordination for emergencies is an effective strategy to resolve the above-mentioned contradictions. This coordination method emphasizes the dynamic adjustment of coordinated actions according to different situations. When an emergency occurs on a local battlefield or in a local action, which has little impact on the overall operation and has sufficient time, the combat system automatically responds, partially adjusts the combat deployment and combat operations, and ensures the achievement of the expected combat objectives. When multiple urgent and slow situations coexist on the battlefield and partially affect the battlefield situation, the combat actions are dynamically and immediately coordinated according to the principle of first urgent and then slow according to the specific situation, so as to promote the development of the war in a direction that is beneficial to me. When there are multiple major unexpected situations or unexpected changes in the overall development of the war situation, coordination is carried out according to the principle of first major direction and then minor direction, and new coordinated disposal measures are quickly generated to effectively respond to various emergencies on the battlefield.

現代國語：

■吳思亮　賈春傑　侯永紅

引言

作戰協同是現代戰爭中實現體係作戰、釋放整體效能、達成作戰目標的關鍵要素。近年來，隨著以人工智慧為代表的軍事科學技術取得突破性進展，科技的賦能增效作用進一步凸顯，在深刻改變戰爭形態、作戰樣式的同時，也催生出一種新的作戰協同模式——自主協同。當前，應科學掌握新軍事革命的機會挑戰，動態統籌好自主協同發展走向，從而推動作戰方式加速轉型升級。

向智能賦能自主協同蛻變

未來戰爭將是對抗雙方採用「人+智慧裝備」展開的全方位對抗。受軍事技術、系統平台、作戰能力等限制，傳統作戰協同因為存在周期固化、容錯率低等局限，已難以適應戰機轉瞬即逝的現代戰場。在人工智慧、大數據等先進技術手段的強力支撐下，作戰協同的自主性、自動化水準將極大提升，智慧賦能下的自主協同也將成為克敵制勝的關鍵。

廣域泛在協同。近年來，通訊技術、智慧技術的深度發展，數據、演算法、算力的累積疊加，促進了人、機、物、能的互聯聚合，將軍事物聯網延伸擴展至態勢感知、指揮控制、信火打擊、後裝保障等諸多領域，在促進作戰能力迭代升級的同時，也為現代作戰協同提供了更多選項。可以預見，軍事物聯網將在未來戰場上大放異彩，不僅是支撐作戰行動的關鍵性基礎設施，也是維繫作戰協同的關節樞紐。以此為依托，將催生出力量廣域分散、組織模塊構成、行動高度協同的泛在式作戰，無時不在、無處不在、無控自主。

人機深度協同。在納卡沖突中，阿塞拜疆軍隊憑借無人機優勢構建起強大戰場優勢，某種程度上也宣告「機器人戰爭」登場。未來戰爭，無人機、無人車、無人艦等無人作戰力量，正加速從後台支援保障走向一線作戰前台，開始擔當戰場「主角」。較之傳統作戰協同，有人無人智能協同呈現出作戰指揮「去中心化」、作戰過程「去分工化」、技能操作高端化、前沿與後方模糊化等特點，更加強調人機協同、演算法取勝。尤其是近年來，智慧無人集群異軍突起，開始強烈沖擊現代戰場。面對這些新情況新變化，應統籌運用集群編隊演算法、隊形控制演算法以及復雜場景優化演算法等，推動無人與有人組網通訊、智慧協同，促進情報鏈、指揮鏈、機動鏈、打擊鍊和保障鏈一體運轉，加快生成精確制敵綜合作戰能力。

數智驅動協同。逐層遞進指揮下的傳統作戰協同模式，已難以適應現代戰爭的多維度快節奏。未來戰爭，智能為要，數據為王。大數據、雲計算、人工智慧等深度融合，實現了對海量戰場數據的儲存、分析、融合和運用，從而使得指揮控制更加科學、作戰協同更有效率。透過強大的資源整合、計算處理和數據分析能力，可以快速融合戰場情報、實時感知戰場態勢、高效製定協同計劃、瞬時評估威脅等級，將預測作戰行動、解剖典型場景、布勢作戰力量和配置作戰資源一體統籌，從而全面提升指揮控制、火力打擊、綜合保障等方面的綜合質效，推動作戰協同革命性變革。

向多域聯動自主協同演進

未來戰爭，參戰力量複雜多元、武器裝備高低搭配、作戰方法混合運用，呈現作戰指揮智能動態分散、作戰力量智聯廣域部署、作戰任務智配動態區分等鮮明特徵。可以預見，多域聯動自主協同將成為作戰協同的重要組成。

體係自重塑協同。未來戰爭多域戰場空間虛實結合、多樣軍事行動交互作用，約束與協作隨機轉化，只有採取工程化、系統化的組織模式，才能適應龐雜的多域協同需求。這種協同模式，其實質是要形成體係自重塑協同的廣域全像支撐架構。具體來看，就是更突顯體係作戰理念，從整體上破解組織體系建構、制度機制設立、協同規則制訂等現實矛盾；更重視體系融合效應，從廣域上實現作戰單元超視距作戰、跨域協同作戰；更強調高效率靈活指揮，從諸維度細化指揮指揮、釐清指揮權責優化；這種協同模式一旦形成，無疑能夠針對作戰環境、作戰對手和作戰任務等，研判預測典型對抗態勢場景，動態選擇行動協同鏈路，一體規劃各領域作戰行動。

戰術自適應協同。近年來的局部戰爭沖突一再表明，由於作戰數據資訊向戰術層共享應用延伸，作戰協同的複雜性系統性呈指數級躍升。只有實現作戰數據資訊的高效處理、融合共享，才能保證作戰用戶間自適應、自主化協同。這種協同模式，更重視科學規劃、創新手段，形成全維覆蓋的通用戰場態勢圖，支持廣域分散部署的各級各類用戶間按級、越級、跨域共享協作，實現指揮要素、作戰單元共同感知戰場態勢，確保在統一的戰略意圖、戰役指導、協同計劃框架內自同步作戰。這種協同模式，更強調縱向貫通戰略、戰役、戰術，橫向融匯陸海空天電，在探測、預警、監視等方面提供強力資訊共享服務，依托資訊介質推動戰役級聯合向戰術級聯合延伸。這種協同模式，更加突出指揮運行、力量運用等的標準化運行，借助大數據、雲計算等前沿技術推動作戰指揮層級銜接、跨域聯動、要素交互、態勢共享，實現指揮系統、武器平台、傳感器間的智能化協同，落地落實以快製慢制勝關鍵。

優勢智互補協同。未來戰爭，太空、網路等領域作戰行動深度融入傳統戰場空間，要求對作戰全局實施更高標準更高要求的規劃設計。只有搞清各作戰域優勢互補關聯、投入成效比重，進而梳理出跨領域協同的運行關系，才能彌合領域作戰縫隙，實現多維戰場優勢互補。從本質上看，這也是戰爭效益觀的集中反映。從另一個視角來看，一場戰爭，當戰場局部優勢不明顯或暗藏危機時，透過在其他領域取得局部優勢予以彌補並達成綜合優勢，同樣可以實現整體制勝目的。未來資訊化智能化戰爭，這一點將體現得更為突出也更為復雜，要求針對軍事、政治、輿論、法理、心理、外交等領域綜合施策，相互借力充分釋放最大作戰效能；要求傳統力量、新質力量密切配合，依托網絡信息體系打造一體化作戰體系，通過優勢協同實現整體效能最大化。

向動態耦合自主協同變遷

人工智慧時代，伴隨資訊科技與武器裝備的深度變革，作戰行動更強調打散傳統力量編組、打通傳統平台功能、打破傳統攻防界限，透過動態耦合自主協同實現對作戰行動的全時動態可控。

動態聚點協同。未來戰爭敵我對抗更加激烈、戰場態勢更為多變，以往那種靜態粗放、按部就班的協同方式將難以適應。必須對作戰的關鍵節點給予高度關注，在緊盯整體態勢、錨定作戰任務、聚焦作戰目標的基礎上，審時度勢把握戰機，依據預定的協同規則，敏捷變換協同對象、靈活調整協同策略、自主協商協同行動。需要注意的是，這種基於關鍵作戰節點的協同方式，特別強調作戰力量跨越結構壁壘、有機聚合作戰效能，透過協同組織的彈性結構，自耦合自主化消解矛盾沖突、彌合作戰縫隙，促進作戰體系合力精準釋放。

動態調控協同。未來戰爭戰場態勢瞬息萬變，作戰進程往往難以依照預定作戰計畫推進，作戰行動有著極大的不確定性。在無形中，這也要求我們突破傳統作戰思維，緊盯戰場態勢變化對作戰進程實施即時靈活自主協同。這種協同方式，透過即時評估戰場態勢變化、敵方目標毀傷程度、作戰行動規模效益等，從而在力量投送、火力支援、綜合保障等方面實現快速指控、精準協同，始終把握戰場主動權。這種協同方式，要求依托智能輔助先進手段，快速切分作戰階段，預測作戰行動持續時間，研判作戰力量整體布勢，計算作戰行動資源分配，據此精準控制決策週期和作戰節奏，精準協調部隊行動和作戰進程，確保能夠有效應對作戰中的各種隨機性、不確定性。

動態響應協同。未來戰爭作戰機理變化莫測，非對稱作戰、混合賽局、體制湧現等的深層作用，使得預定作戰方案計劃在執行中必然遇到各類突發情況。為此，針對突發情況動態協同是解決上述矛盾問題的有效策略。這種協同方式，更強調依據不同情況動態調整協同行動。當局部戰場或局部行動出現突發情況，對作戰全局影響不大且時間充裕時，作戰體係自動響應，部分調整作戰部署和作戰行動，確保實現預期作戰目標。當戰場出現多個急緩並存情況且部分影響戰場態勢時，根據具體情況按照先急後緩原則動態即時協調作戰行動，推動戰局向著有利於我的方向發展。當戰局整體發展出現多個重大意外情況或出現未曾預想的變化時，按先主要方向、後次要方向的原則展開協同，快速生成新的協同處置措施，有效應對戰場各類突發情況。

中國原創軍事資源：http://www.81.cn/ll_208543/16378145888.html

#Artificial #Intelligence, #intelligent warfare, #intellligentization, #軍事資訊化與智慧化, Chinese Artificial Intelligence, Chinese Military Cognitive Domain Operations, Chinese Military Future Wars, Chinese Military Intelligentization, Dissipative Warfare, 中國解放軍敘事戰爭, 認知域戰, 認知戰

What is the Hotly Debated “Military Metaverse”? Chinese Military Intelligent Warfare Team Explains

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備受爭議的「軍事元宇宙」是什麼？中國軍事智慧作戰團隊解讀

現代英語：

As if overnight, “metaverse” suddenly became a hot word, and related concepts formed many hot topics.

With the development of technologies such as augmented reality, digital twins, 3D rendering, cloud computing, artificial intelligence, high-speed networks, blockchain, and the iteration of terminal devices, the construction and evolution of the “metaverse” may far exceed people’s expectations, and a new Internet form of multi-dimensional, full-sensory, immersive human-computer interaction will hopefully become a reality.

Unveiling the Metaverse

The “Metaverse” allows users to freely travel between the real world and the virtual world. Produced by Lu Xintong

What is the Metaverse?

The term “Metaverse” comes from the 1992 science fiction novel Snow Crash. In the novel, humans live in a virtual three-dimensional world through “Avatars” (digital virtual incarnations). The author calls this space “Metaverse”.

From science fiction to reality, people have not yet reached an absolute consensus on what the metaverse is. Due to the evolution of the times and technological changes, the metaverse is still an evolving concept. Different participants are constantly enriching its definition in their own ways, and the characteristics and forms of the metaverse are also constantly changing. However, we can explore a little through the current presentation of the metaverse.

At present, “metaverse” concept products are mainly concentrated in online games, VR/AR, social networking and other fields.

Online games are widely considered by the industry to be the most likely field to realize the “metaverse” because they themselves have virtual scenes and players’ virtual avatars. Today, game functions have gone beyond the game itself, and the boundaries of games are expanding, and they are no longer just games.

A well-known singer held a virtual concert in the game “Fortress Night” with a virtual image, attracting more than 12 million players from all over the world to participate, breaking the boundary between entertainment and games; due to the impact of the epidemic, the University of California, Berkeley and the School of Animation and Digital Arts of Communication University of China coincidentally rebuilt their campuses in the sandbox game “Minecraft”. Students gathered together with virtual avatars to complete the “cloud graduation ceremony”, realizing the integration of virtual games and real social interactions.

The new generation of “VR social (virtual offline social)” has been gradually developing and becoming popular. It is a fusion of offline social (face-to-face in real life) and online social (through social software such as WeChat). Some well-known VR social platforms provide a free community environment, which not only becomes a place for players to conduct online activities and virtual face-to-face gatherings, but also becomes a social and cultural phenomenon closely related to the current concept of “metaverse”.

The above “metaverse slices” are all important explorations into the construction of the “metaverse”, and they explain in a variety of visible and tangible ways how the “metaverse” will change our real life.

In common research, the following consensus has been formed: “Metaverse” is a new type of Internet application and social form that integrates multiple new technologies and integrates virtual and real. It provides immersive experience based on extended reality technology, generates virtual scenes based on digital twins and 3D rendering technology, builds basic software and hardware services based on cloud computing, artificial intelligence and high-speed networks, and builds an economic system based on blockchain technology, closely integrating the virtual world with the real world in economic system, social system and identity system. At the same time, it allows each user to produce and edit content, and has complete self-driving and iteration capabilities.

The development direction of the “metaverse”

Today’s mobile Internet is actually still in a flat information interaction state, presented on mobile terminals through text, sound, pictures, and videos. Although news information, e-commerce, social chat, live video, etc. meet people’s needs for using the Internet, it is obviously impossible to achieve the effect of face-to-face communication and full sensory experience in real life through the mobile phone screen. With the development of society, people need more native and richer experience and interaction.

The COVID-19 pandemic has caused people to move their lives from offline to online. This forced change has made people think more, discuss more, and pay more attention to the “metaverse”. In particular, the core feature of the “metaverse” is the immersive experience, which can turn a plane into a three-dimensional, multi-dimensional, real-time interactive space, greatly enriching and restoring the real physical world and various human relationships. Therefore, the “metaverse” is highly anticipated.

Looking at the development of information technology and media in the past, humans have constantly changed the way they perceive the world, and later began to consciously transform and reshape the world. From the newspaper era, the radio and television era, to the Internet era, and the mobile Internet era, the tools and platforms under the concept of “metaverse” are becoming increasingly complete, and the path to the “metaverse” is gradually becoming clearer.

Since 2020, Internet giants around the world have been closely planning around cutting-edge technologies such as augmented reality, digital twins, 3D rendering, cloud computing, artificial intelligence, high-speed networks, and blockchain, and the door to the ultimate closed-loop ecosystem of the “metaverse” has been opened little by little. Today, when the “bonus” of mobile Internet users has reached its peak, many experts and scholars have stated that the “metaverse” will be the ultimate form of the next generation of the Internet.

Just as it was difficult to accurately predict the development of the Internet 20 years ago, people cannot accurately predict the future form of the “metaverse”. However, combined with the current development trends of related industries, we can see that: the Internet has changed human life and digitized communication between people, while the “metaverse” will digitize the relationship between people and society; the technologies related to the “metaverse” will show gradual development, and single-point technological innovations will continue to appear and merge, approaching the ultimate form of the “metaverse” from all aspects of the industry; the “metaverse” will surge with massive user-generated content, while revealing the value of digital assets.

In a nutshell, the “metaverse” will profoundly change the organization and operation of the existing society in a way that integrates the virtual and the real, forming a new lifestyle that combines the virtual and the real, giving birth to a new social relationship that integrates online and offline, and giving new vitality to the real economy from a virtual dimension.

The future physical “metaverse” will be similar to the scene described in the science fiction movie “Ready Player One”: one day in the future, people can switch identities at any time and anywhere, freely shuttle between the real world and the virtual world, and study, work, make friends, shop, travel, etc. in the “metaverse”. Through immersive experience, the virtual world will be closer to and integrated into the real world.

In this virtual world, there will be self-evolving content and economic systems that always remain safe and stable, meeting the social needs of individuals.

The mediating role of the “metaverse”

“Imagine the ‘metaverse’ as a physical Internet, where you are not just watching content, but you are in it as a whole.” This is a vivid description. However, as it stands, the content of these “metaverses” that allow “everyone to be in it” is relatively scarce. It needs more content that can be independent, self-iterative, and multi-dimensional to attract users to participate in the experience and even creation.

The “metaverse” is bound to become a new platform for media content production. Content producers can transform the “micro-universe” into the “macro-universe” through rich content production. In the short term, the breakthrough of the “metaverse” is immersive content. With the development and penetration of the concept of “metaverse”, the integration of immersive virtual content (such as games, cartoons, etc.) and immersive physical content (such as media, social networking, film and television, etc.) will become higher and higher. In other words, the “metaverse” will play a greater role as a medium.

In September this year, Yu Guoming, a professor at the School of Journalism and Communication of Beijing Normal University, pointed out at the release conference of the “2020-2021 “Metaverse” Development Research Report” released by the New Media Research Center of the School of Journalism of Tsinghua University: “Today, the role played by the media is generally the provision of cognitive information, but the role of the media is completing a process from providing cognition to providing experience. The entire media and technology development from cognition to experience is a huge transformation. Once the goal of “metaverse” is established, it will play a directional role in communication technology, communication form, communication methods and even communication effects.” If the “metaverse” is the ultimate form of the next generation of the Internet, then it is a super media channel that will show the ultimate form of media convergence and provide the best immersive experience.

Theoretically, the best communication experience must be based on real scenes. For example, when watching a football game, the ideal situation is to watch it in person on the field. In the “metaverse”, with the development of display interaction, high-speed communication and computing technology, it will become a reality to construct a communication scene that is infinitely close to reality. Users can become “witnesses” and “on-site observers” of news events in a three-dimensional, multi-sensory reception situation.

Therefore, “metaverse” media can realize true “multimediaization”, and various human senses such as vision, smell, hearing, taste, touch, etc. can play a role, and even fully develop and cooperate with each other to realize “immersive” media applications.

Today, media content is constantly evolving and innovating, and its development trend seems to be moving towards the concept of “metaverse”. Media content will no longer be limited to flat presentation methods such as TV, computer, and mobile phone screens. Media content production will consider holographic presentation more, focusing on creating an on-site environment and atmosphere to make users feel as if they are in the scene. Social interaction will no longer be limited to text comments. People can express their feelings in real time with voice and body movements, and communicate virtually face to face on the spot.

Imagine if news reports could restore the war scene and create a “battlefield metaverse” so that people could feel as if they were there and experience in real time the tremendous damage that war has caused to human civilization. This shock would further stimulate human society’s desire and yearning for peace, and media content would have a stronger influence and communication power.

現代國語：

來源：解放軍報 作者：戴斌 熊雄 孫浩 責任編輯：王鳳 2021-11-26 09:19:57
彷彿在一夜之間，「元宇宙」突然成為熱詞，相關概念形成許多熱點話題。

隨著擴展現實、數字孿生、3D渲染、雲計算、人工智慧、高速網絡、區塊鍊等技術的發展及終端設備的迭代，「元宇宙」建設和演變可能遠超人們的預期，多維度、全感官、沉浸式的人機交互新互聯網形態，將有望成為現實。

揭開「元宇宙」面紗

■戴斌 熊雄 孫浩

「元宇宙」可讓使用者自由穿梭於現實世界和虛擬世界。 呂欣彤 制

何為“元宇宙”

“元宇宙”，英文為“Metaverse”。該字出自1992年的科幻小說《雪崩》。小說中，人類透過“Avatar”（數字虛擬化身），在一個虛擬三維世界中生活，作者稱這個空間為“Metaverse”，即“元宇宙”。

從科幻走進現實，人們對「元宇宙是什麼」還未能達成一個絕對標準的共識。因為時代的演變、技術的變革，“元宇宙”仍是一個不斷發展的概念，“一千個人眼中就有一千個哈姆雷特”，不同參與者以自己的方式不斷豐富著它的定義，“元宇宙”特徵和形態的可能性也在不斷變化。不過，我們可透過「元宇宙」現有的呈現形態來探究一二。

目前，「元宇宙」概念產品主要集中在網路遊戲、VR/AR、社交等領域。

網絡遊戲被業界普遍認為是最有可能實現「元宇宙」的領域，因為它本身就具有虛擬場景和玩家的虛擬化身。如今，遊戲功能已超越遊戲本身，遊戲邊界正在擴展，甚至不只是遊戲了。

知名歌手在遊戲《堡壘之夜》中，以虛擬形象舉辦一場虛擬演唱會，吸引了全球超過1200萬玩家參與其中，打破了娛樂與遊戲的邊界；因為疫情影響，美國加州大學伯克利分校、中國傳媒大學動畫與數字學院不約而同地在沙盤遊戲《我的世界》裡重建校園，學生們以虛擬化身齊聚一遊戲，實現虛擬化身和社交的現實主義。

新一代「VR社交（虛擬線下社交）」已逐漸發展和流行。它是線下社交（現實面對面）、線上社交（透過微信等社交軟件）的融合產物。一些知名VR社交平台，提供自由的社區環境，不僅成為玩家在線活動與虛擬面對面聚會的場所，也成了一種與目前「元宇宙」概念密切相關的社會文化現象。

以上這些“元宇宙切片”，都是對構建“元宇宙”的重要探索，用多種看得見、摸得著的方式，詮釋了“元宇宙”將如何改變我們的現實生活。

在通常研究中，一般形成了這樣的共識：「元宇宙」是整合多種新技術而產生的新型虛實融合的互聯網應用和社會形態。它基於擴展現實技術提供沉浸式體驗，基於數字孿生和3D渲染技術生成虛實場景，基於雲計算、人工智慧和高速網絡構建基礎軟件硬體服務，基於區塊鏈技術構建經濟體系，將虛擬世界與現實世界在經濟系統、社交系統、身份系統上密切融合。同時，允許每個用戶進行內容生產和編輯，並具備完整的自我驅動和迭代能力。

「元宇宙」發展走向

當今的移動互聯網，實際上仍是平面資訊互動狀態，透過文字、聲音、圖片、視頻方式在移動終端進行呈現。新聞資訊、電子商務、社群聊天、影片直播等形態，雖然滿足了人們使用網路的需求，但隔著手機螢幕，顯然無法達到現實生活中面對面交流、全感官體驗所能達到的效果。隨著社會發展，人們需要更原生和豐富的體驗與互動。

新冠疫情讓人們生活場景從線下更多地移到線上。這種被迫的轉變，讓大家對「元宇宙」有了更多思考、討論和關注。特別是「元宇宙」最核心的特徵，在於沉浸式體驗，它可將一個平面變成一個立體、多維、實時的交互空間，極大地豐富、還原真實物理世界和人類各種關系。因此，「元宇宙」被人們寄予厚望。

縱觀過往資訊科技和媒介的發展歷程，人類不斷改變認知世界的方法，乃至於後來開始有意識地改造和重塑世界。從報業時代、廣播電視時代，到互聯網時代、移動互聯網時代，「元宇宙」概念下的工具和平台日益完備，通往「元宇宙」的路徑逐漸清晰。

自2020年以來，各國互聯網大廠圍繞擴展現實、數字孿生、3D渲染、雲計算、人工智慧、高速網絡和區塊鍊等前沿科技，展開緊密佈局，通往「元宇宙」終極閉環生態的大門被一點點打開。在移動互聯網用戶「紅利」已經見頂的今天，不少專家學者表示，「元宇宙」將是下一代互聯網的終極形態。

如同20年前難以精準預測互聯網的發展一樣，人們也無法精準預判未來「元宇宙」的形態。但是，結合當今相關產業發展趨勢可以看到：互聯網改變人類生活，將人與人交流數字化，而「元宇宙」將把人與社會關係數字化；「元宇宙」相關技術將呈現漸進式發展，單點技術創新將不斷出現和融合，從產業各方面向「元宇宙」終極資產形態顯現；「元宇宙」將海量用戶創造內容，同時湧現價值。

概括地說，「元宇宙」將以虛實融合的方式，深刻改變現有社會的組織與運作，形成虛、實兩極的新型生活方式，催生線上、線下一體的新型社會關系，並從虛擬維度賦予實體經濟新的活力。

未來實體化的「元宇宙」，將類似於科幻電影《一級玩家》裡描述的場景：在未來的某一天，人們可隨時隨地切換身份，自由穿梭於現實世界和虛擬世界，在「元宇宙」中學習、工作、交友、購物、旅遊等。透過沉浸式體驗，讓虛擬世界進一步接近並融入現實世界。

在這個虛擬世界裡，將有自我不斷發展的內容和經濟系統，並且始終保持安全穩定運行，滿足個體的社會需求。

「元宇宙」的媒介作用

「把『元宇宙』想像為一個實體互聯網，你在那裡不只是觀看內容，整個人都身在其中。」這是一個圖像描述。可就現狀而言，這些能讓“整個人都身在其中”的“元宇宙”，內容是相對匱乏的。它需要更多可以獨立成篇、自我迭代、多維立體地吸引用戶參與體驗甚至參與創作的內容。

「元宇宙」勢必成為媒體內容生產的嶄新平台。內容生產者透過豐富的內容生產，可將「小宇宙」演變成「大宇宙」。短期內，「元宇宙」的突破口是沉浸式內容。隨著「元宇宙」概念的發展與滲透，沉浸式虛擬內容（如遊戲、卡通等）與沉浸式實體內容（如媒體、社交、影視等）的融合程度將會越來越高。換句話說，「元宇宙」將發揮出更大的媒介作用。

今年9月，北京師範大學新聞與傳播學院教授喻國明在由清華大學新聞學院新媒體研究中心發布的《2020-2021年「元宇宙」發展研究報告》發布會議上指出：「如今給予所發揮的作用大體上都是認知方面的信息給予，但媒介的作用正在完成一個從給予整個認知體驗的過程。媒介和技術從認知發展到體驗是個巨大轉換，『元宇宙』這個目標一經確立，對傳​​播技術、傳播形態、傳播方法甚至傳播效果，都能起到一個定向作用。」如果說「元宇宙」是下一代互聯網的終極形態，那麼它就是一個超級媒體渠道，將展現媒體融合的終極形式，並給予最佳的沉浸式體驗。

從理論上講，最好的傳播體驗必然是基於真實場景。如看球賽，理想情形是在球場上親身觀看。在「元宇宙」裡，隨著顯示互動、高速通訊和計算技術的發展，建構無限逼近真實的傳播場景將成為現實，用戶能在立體化、多感官接收情境中，成為新聞事件的「目擊者」和「實地觀察者」。

因而，“元宇宙”媒體可實現真正的“多媒體化”，人類的各種感官如視覺、嗅覺、聽覺、味覺、觸覺等，都能發揮作用，甚至完全展開、相互配合，實現“沉浸式”的媒體應用。

當今媒體內容不斷進化和創​​新，其發展趨勢也似乎正在向「元宇宙」概念靠攏。媒體內容將不再侷限在電視、電腦、手機螢幕等平面式的呈現方式，媒體內容製作將更考慮全像呈現，重視營造現場環境氛圍，讓用戶有身臨其境之感。社交也將不再侷限於文字留言評論，可即時以語音、肢體動作來表達感受，現場虛擬化面對面交流。

設想一下，如果新聞報道能還原戰爭現場，打造“戰場元宇宙”，使人如身臨其境，實時感受到戰爭對於人類文明造成的巨大創傷，這份震撼會更能刺激人類社會對於和平的渴望與嚮往，媒體內容將具備更加強大的影響力和傳播力。

中國原創軍事資源：http://www.mod.gov.cn/gfbw/gfjy_index/jt_214147/4899728888.html?big=fan

#Artificial #Intelligence, #intelligent warfare, #intellligentization, #軍事資訊化與智慧化, Chinese Military Cognitive Domain Operations, Chinese military cognitive warfare, Chinese Military Future Wars

Chinese Metaverse-enabled Military Training On the Rise

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中國元宇宙軍事訓練正在興起

現代英語：

The metaverse is an artificial online virtual world that is born out of, parallel to, and independent of the real world. It is parallel to the real world, reacts to the real world, and integrates a variety of high technologies. These are the three major characteristics of the future metaverse. The operation of the metaverse conforms to the natural laws of human understanding and transformation of the world, and provides a new way of thinking to understand and discover the operating behavior, state, and laws of complex real systems, as well as a new means to explore objective laws and transform nature and society. Researching the application of the metaverse in the field of foreign military training and analyzing the opportunities and challenges that the metaverse brings to the field of military training have important theoretical and practical value in solving the key problems that need to be solved in military training in the intelligent era, promoting scientific and technological training, and promoting the innovative development of military training models.

Background of Cognitive Metaverse Empowered Military Training

The scientific and technological revolution has given rise to a new ecology of military training. Driven by the new scientific and technological revolution and the industrial revolution, cutting-edge technologies such as artificial intelligence, big data, cloud computing, and the Internet of Things have accelerated their development. Technology giants have laid out the metaverse, and human real life has migrated to the virtual world more rapidly. The metaverse integrates a variety of emerging technologies, thus generating new Internet applications and new social forms that integrate the virtual and the real. Perception technology supports the integration of the virtual and the real in the metaverse, “AI+” technology supports the social nature of the metaverse, data transmission technology supports the real-time nature of the metaverse, electronic game technology supports the diversity of the metaverse, digital twin technology supports the sustainability of the metaverse, and blockchain technology supports the security of the metaverse. The future metaverse, where virtual and real are highly interconnected, is born out of, parallel to, and independent of the real world. It integrates all elements such as the Internet, virtual reality, immersive experience, blockchain, and digital twins to build a new basic ecology for intelligent military training.

The evolution of war has dominated the transformation and upgrading of military training. With the advent of the intelligent era, the war situation has accelerated its evolution towards informationization and intelligence. The informationized warfare system with “information acquisition and utilization as the core” will gradually transition to the intelligent warfare system with “intelligent simulation and expansion as the core”. The trend of long-range precision, intelligence, stealth, and unmanned weapons and equipment has become more obvious, and intelligent warfare has surfaced. At the same time, combat elements represented by artificial intelligence such as “AI, cloud, network, group, and terminal” and their diversified combinations have formed a new battlefield ecology. The metaverse has constructed a new battlefield space where virtual and real are integrated and parallel interactions occur. The traditional war winning mechanism is being profoundly changed. The development and changes in the form of intelligent warfare have compulsorily driven the transformation and reshaping of the military’s thinking and concepts, requiring the accelerated transformation and upgrading of military training, greater attention to the impact of technological development and changes on warfare, and the use of the “new engine” of training and warfare to achieve “accelerated” preparations.

Foreign militaries explore breakthroughs in military training models. In order to seize the strategic commanding heights of military intelligence, the world’s military powers attach great importance to the innovation of military training models. Some countries have begun to try to apply the metaverse and related technologies to military training. For example, the United States has successively released the National Security Strategy, the National Defense Strategy and the Department of Defense Transformation Plan, focusing on building an “all-round army” and forming a “full spectrum advantage”. It has also simultaneously formulated the Training Transformation Strategic Plan and the Training Transformation Implementation Plan, and proposed the concept of a comprehensive training environment (STE), the core of which is immersive and integrated virtual training, which intends to integrate real-time, virtual, constructive and gaming environments into a comprehensive training environment. Russia also attaches great importance to the development of virtual training systems. Almost all of its advanced weapons and equipment are equipped with corresponding virtual training systems, and are moving towards universalization and embedding. The United Kingdom, Germany, South Korea, etc. are also actively developing various professional military training virtual environments. Intelligent training supported by technologies such as artificial intelligence, virtual reality and augmented reality is gradually becoming the mainstream of military training research in powerful countries.

Clarifying the Advantages of Metaverse-Enabled Military Training

The emergence of new concepts in military training. Only by leading the opponent in thought can we gain the upper hand in action. The emergence of disruptive technologies will inevitably rewrite the current military training rules and systems, and will also innovate the existing military training thinking concepts. On the one hand, the metaverse has set off a hurricane-like “brainstorm”, and the training thinking led by “intelligence” has organically connected training with actual combat, and upgraded to intelligent military training thinking. On the other hand, new technologies and new means represented by the metaverse empower military training, strengthen the concept of winning by science and technology and intelligent drive, and greatly improve the scientific and technological content of military training, in order to control the initiative in future wars. In the future, the metaverse will create more impossible possibilities by constructing a virtual battlefield space, designing wars and evolving wars.

Innovate new theories of military training. War is the area that needs innovation the most. Military training must adapt to the development of intelligent warfare, and theoretical innovation and training practice must be driven by both. Training transformation will not happen automatically. It requires not only a sharp and profound foresight to grasp the general trend, but also a scientific, powerful and solid theory to drive forward. On the one hand, by keeping up with the development of the times and starting from new concepts and new cognition, we can build a scientific theoretical system for metaverse-enabled military training. On the other hand, by following the laws of combat-training coupling, we can establish an innovative model of intelligent military training theory with the characteristics of the times, allowing the metaverse to empower and improve the efficiency of promoting the iterative development of military training transformation.

Transform the new military training model. The combat style determines the training mode, and intelligent warfare changes the “rules of the game”. Military training for the next war must adapt to the requirements of future wars by changing the training mode. First, it can build an intelligent blue army with “both form and spirit”. With the help of optimized AI technology, powerful computing power support, and realistic performance simulation, the Metaverse follows the evolutionary process of “knowing the enemy, imitating the enemy, surpassing the enemy, and defeating the enemy” to create an intelligent blue army with platform support and data empowerment, and carry out “real” confrontation training and effect evaluation in the Metaverse space. Second, it can carry out new domain and new quality combat training. The metaverse expands the practical application path with new domains and new types of combat forces as the leading elements, highlights the research and development of training methods and tactics that are compatible with advanced combat concepts and winning mechanisms, and creates new forms of training such as unmanned and seamless human-machine collaboration, becoming a new point of combat power growth. Third, it can cultivate new types of military talents. At present, the educational metaverse has led the intelligent transformation of education. In the future, the military metaverse will accelerate the realization of intelligent interaction between people and equipment, deep integration between people and systems, and adaptive evolution between people and the environment, and promote the integrated development of “commanders” and “fighters” into “scientists” and “technicians.”

Reshape the new ecology of military training. The multi-dimensional perception, virtual-real integration, free creativity, and open development of the metaverse will make the future metaverse a fully immersive, time-transcending, self-creating and developing space. First, create a digital twin “battlefield metaverse”. The “battlefield metaverse” will be a typical manifestation of the metaverse in the military field, with stricter security and confidentiality standards, stronger simulation computing capabilities, and more real-time and detailed interaction requirements. Secondly, create a full-dimensional three-dimensional metaverse training environment. The metaverse uses technologies such as virtual reality, augmented reality, and mixed reality to create an immersive and complex scene environment; using powerful data and network support, it builds a full-dimensional space such as land, sea, air, space, electricity, and the Internet. Furthermore, a Metaverse verification platform for weapons and equipment will be built. The platform will have functions such as new weapon and equipment design demonstration, weapon and equipment performance test, weapon and equipment compatibility test, and weapon system combat effectiveness test. In the future, the Metaverse will greatly shorten the timeline for weapons and equipment to go from “weak intelligence” to “strong intelligence” and then to “super intelligence”, realizing the intelligence multiplication effect of weapons and equipment.

Grasping the Key Points of Metaverse-Enabled Military Training

Focus on top-level design. From the perspective of the development of things, the metaverse is a new thing, and its maturity has yet to be verified. Intelligent military training is also a complex, arduous and long-term system engineering, which requires strengthening strategic planning and top-level layout. We should pay close attention to the development trends and technological trends of the metaverse, and scientifically formulate the development plan of the “training metaverse”. In the context of the integration of intelligence, informatization and mechanization, we should give full play to the outstanding advantages of the metaverse, such as enabling trainees to undergo immersive experiential training, so that the metaverse can not only be a display platform for virtual technology, but also a practical platform for improving the effectiveness of military training.

Strengthen technology research and development. From a technical perspective, the Metaverse has reintegrated existing technologies in the information and intelligent technology group, proposed an overall innovative concept, and provided comprehensive application scenarios, thereby giving birth to new vitality. To accelerate the development of the “training Metaverse”, we must speed up the research on basic software and hardware technologies such as algorithm engines and network communications, strengthen the research and development capabilities of core technologies such as artificial intelligence, digital twins, blockchain, and the Internet of Things, and at the same time strengthen the overall technical design and research and development of the Metaverse, such as immersion, sociality, openness, collaboration, and decentralization.

Create training types. From the perspective of time and space, the metaverse may create a vast virtual war space, recreate the war environment, present the war process, and virtualize the future of war. An intelligent military training operation system based on the metaverse should be built, military training concepts should be updated in a timely manner, and innovations in military training models, management support, and legal mechanisms should be deepened. A dynamic and high-level combat-oriented military training environment based on the metaverse should be built to fully support strategic, campaign, and tactical training as well as war simulations. At the same time, in the process of “intelligent adaptation” of military training, we will achieve the expansion of wisdom and intelligent evolution towards the unknown space of military training with “innovation, openness, diversified iteration, and new intelligent ecology”.

Attach importance to risk prevention and control. From the perspective of safety and controllability, the concept and technology of the Metaverse brings innovative opportunities to intelligent military training, but the potential risks associated with the technology itself cannot be ignored. The Metaverse is a huge technology group, and its system architecture, key technologies, and application environment are still in the development and implementation stage. The supporting protection system, safety technology, and management standards will bring security risks. In addition, the integrated application of various emerging technologies in the construction process, the complexity and confidentiality in the application process will be the unknown factors for the key prevention and risk challenges of the Metaverse in military training.

現代國語：

侯春牧　王　勇

閱讀提示

元宇宙是脫胎於、平行、獨立於現實世界的人造線上虛擬世界，與現實世界平行、反作用於現實世界、多種高技術綜合，是未來元宇宙的三大特徵。元宇宙運行符合人類認識世界、改造世界的自然規律，提供了理解和發現現實復雜系統運行行為、狀態和規律的全新思維方式和探知客觀規律、改造自然和社會的新手段。研究元宇宙在外軍軍事訓練領域的運用，剖析元宇宙為軍事訓練領域帶來的機遇與挑戰，對破解智能化時代軍事訓練亟待解決的關鍵問題，推動科技強訓，促進軍事訓練模式創新發展，具有重要理論與實踐價值。

認知元宇宙賦能軍事訓練的背景

科技革命催生軍事訓練嶄新生態。在新科技革命和產業革命推動下，人工智慧、大數據、雲端計算、物聯網等前沿科技加速發展，科技巨頭紛紛佈局元宇宙，人類現實生活更快速向虛擬世界遷移。元宇宙整合多種新興技術，從而產生出虛實相融的互聯網新應用與社會新形態。感知技術支撐元宇宙的虛實相融性，「AI+」技術支撐元宇宙的社會性，數據傳輸技術支撐元宇宙的實時性，電子遊戲技術支撐元宇宙的多樣性，數字孿生技術支撐元宇宙的可持續性，區塊鏈技術支撐元宇宙的安全性。虛擬與現實高度互通的未來元宇宙，脫胎於、平行於、獨立於現實世界，將互聯網、虛擬現實、沉浸式體驗、區塊鍊及數字孿生等全要素融合，為智能化軍事訓練構建起全新基礎生態。

戰爭演進主導軍事訓練轉型升級。智能化時代到來，戰爭形態加速向資訊化智能化演變，以「資訊獲取利用為內核」的資訊化戰爭體系，將逐漸過渡至以「智慧模擬與拓展為內核」的智能化戰爭體系，武器裝備遠程精確化、智能化、隱身化、無人化趨勢更加明顯，智能化作戰浮出水面。同時，以「AI、雲、網、群、端」等人工智慧為代表的作戰要素及其多樣化組合，構成了新的戰場生態，元宇宙構建出虛實融生、平行互動的戰場新空間，傳統的戰爭制勝機理正在被深刻改變。智慧化戰爭形態發展變化，強制性驅動軍隊思維理念的變革重塑，要求加快實現軍事訓練轉型升級，更加重視科技發展變化對戰爭的影響，以練戰「新引擎」跑出備戰「加速」。

外軍探索開啟軍事訓練模式突破。為搶佔軍事智慧化戰略制高點，世界軍事強國高度重視軍事訓練模式創新，有的國家開始嘗試應用元宇宙及相關技術運用在軍事訓練方面。如美國先後發布《國家安全戰略》《國家防務戰略》和《國防部轉型計劃》，圍繞打造“全能型軍隊”、形成“全頻譜優勢”，同步製定了《訓練轉型戰略計劃》和《訓練轉型實施計劃》，並提出了綜合訓練環境（STE）理念，其內核是沉浸式、集成虛擬訓練，擬將實時、虛擬、建設性和環境到綜合培訓環境到綜合培訓中。俄羅斯也高度重視虛擬訓練系統開發，其先進武器裝備幾乎都配有相應虛擬訓練系統，並且正朝著通用化和嵌入化方向發展。英國、德國、韓國等也都積極開發各種專業軍事訓練虛擬環境。以人工智慧、虛擬現實與增強現實等技術為支撐的智慧化訓練，正逐漸成為強國軍隊訓練研究的主流。

明晰元宇宙賦能軍事訓練的優勢

萌發軍事訓練新理念。在思想上領先對手，才能在行動上贏得先機。顛覆性技術的出現必將改寫現行的軍事訓練規則制度，也必將革新現有的軍事訓練思維理念。一方面，元宇宙掀動颶風式的“頭腦風暴”，以“智”引領的練兵思維將訓練與實戰有機銜接起來，升級成智能化軍事訓練思維。另一方面，以元宇宙為代表的新技術新手段賦能軍事訓練，強化科技制勝、智慧驅動理念，大幅提升軍事訓練科技含量，以期掌控未來戰爭主動權。未來元宇宙透過構設虛擬戰場空間，設計戰爭並演化戰爭，將創造出更多不可能的可能性。

創新軍事訓練新論。戰爭是最需要創新的領域。軍事訓練要順應智慧化戰爭發展，理論創新與訓練實踐必須雙輪驅動。訓練轉型不會自動發生，既需要敏銳而深邃的前瞻性眼光把握大勢，更需要科學而強大的堅實理論驅動前行。一方面，緊跟時代發展，從新觀念新認知出發，可以建構元宇宙賦能軍事訓練的科學理論體系。另一方面，遵循戰訓耦合規律，可以建立具有時代特色的智慧化軍事訓練理論創新模式，讓元宇宙為推進軍事訓練轉型迭代發展賦能提效。

變革軍事訓練新模式。作戰樣式決定著訓練模式，智慧化戰爭改變著“遊戲規則”，預演下一場戰爭的軍事訓練必須通過變革訓練模式，來適應未來戰爭要求。一是能夠建造「形神兼備」的智慧藍軍。元宇宙藉由優化的AI技術、強大的算力支撐、逼真的效能仿真，依照「知敵、像敵、超敵、勝敵」的演化進程，打造以平台支撐、數據賦能等綜合集成的智能藍軍，並在元宇宙空間開展「真實」的對抗訓練和效果評估。二是能夠開展新域新質作戰研練。元宇宙拓展新域新質作戰力量為主導要素的實戰化運用路徑，突顯與先進作戰概念、制勝機理相適應的訓法戰法的研練，開創無人化、人機無縫協同等新樣式訓練，成為新的戰鬥力增長點。第三是能夠培養新型軍事人才。當前，教育元宇宙已經引領了教育智慧化變革。未來軍事元宇宙將加速實現人與裝備智慧互動、人與體系深度融合、人與環境適應進化，推動「指揮者」「戰鬥員」向「科學家」與「技術家」融合發展。

重塑軍事訓練新生態。元宇宙的多維感知性、虛實融合性、自由創造性、開放發展性等特點，使未來元宇宙將成為完全沉浸式的、超越時空的、自我創造發展的空間。首先，打造數字孿生的「戰場元宇宙」。 「戰場元宇宙」將是元宇宙在軍事領域的典型表現形態，具有更嚴格的安全保密標準、更強大的仿真計算能力、更實時的精細交互要求。其次，創造全維立體的元宇宙訓練環境。元宇宙運用虛擬現實、增強現實以及混合現實等技術，創造沉浸複雜的場景環境；利用強大的數據、網絡支撐，搭建起陸、海、空、天、電、網等全維空間。再者，建造武器裝備的元宇宙驗證平台。該平台將具備新型武器裝備設計論證、武器裝備性能試驗、武器裝備相容性試驗、武器系統體係作戰效能檢驗等功能。未來元宇宙將大幅縮短武器裝備從「弱智」到「強智」再到「超智」的時間軸，以實現武器裝備的智慧倍增效應。

掌握元宇宙賦能軍事訓練的重點

著重頂層設計。從事物發展上看，元宇宙作為新生事物，發展成熟尚待驗證。智慧化軍事訓練又是一項複雜、艱巨且長期的系統工程，需要加強戰略籌劃與頂層佈局。應密切關注元宇宙發展動向與技術趨勢，科學制定「訓練元宇宙」的發展規劃，在智慧化、資訊化、機械化「三化」融合的現實背景下，充分發揮元宇宙能讓受訓者沉浸式體驗式訓練等突出優勢，讓元宇宙不能只是虛擬技術的展示平台，而應成為提高軍事訓練效益的實踐平台。

加強技術研發。從技術意義上看，元宇宙把資訊化智能化技術群中已有的技術重新整合到了一起，提出了整體性創新性概念，給出了綜合性的應用場景，從而煥發出了新的生命力。加速「訓練元宇宙」的發展，要加速演算法引擎、網路通訊等基礎軟硬體技術研究，強化人工智慧、數字孿生、區塊鏈、物聯網等核心技術的研發能力，同時也要加強沉浸性、社交性、開放性、協作性、去中心化等元宇宙整體性技術設計與研發。

創設訓練種類。從時空視角來看，元宇宙可能構造出龐大無比的虛擬戰爭空間，重現戰爭環境，呈現戰爭進程，虛擬戰爭未來。應建構基於元宇宙的智慧化軍訓運行體系，及時更新軍事訓練思維理念，深化軍事訓練模式、管理保障、法規機制等創新。建構基於元宇宙的動態高階的實戰化軍事訓練環境，全面支持戰略、戰役和戰術訓練以及戰爭推演。同時，在軍事訓練「智適應」運作過程中，實現拓展生慧，向「創新開放、多元迭代、新智生態」的軍事訓練未知空間智能演進。

重視風險防控。從安全可控上看，元宇宙概念與技術為智慧化軍事訓練帶來創新機遇，但不容忽視的是技術本身伴生的潛在風險。元宇宙龐大的技術群，其體系架構、關鍵技術和應用環境等尚處於開發落地階段，配套防護體系、安全技術、管理標準等都會帶來安全風險，加上建設過程中多種新興技術的集成運用，運用過程中的復雜性與保密性，都將是軍事訓練元宇宙重點防範和風險挑戰的未知數。

中國原創軍事資源：http://www.81.cn/yw_208727/16280522888.html

#Artificial #Intelligence, #intellligentization, #軍事資訊化與智慧化, Chinese Artificial Intelligence

China’s Artificial Intelligence Brings About New Changes in Military Training Elements

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中國人工智慧帶來軍事訓練要素新變化

現代英語：

陸 鋒 劉志超

The widespread application of artificial intelligence in the military has triggered changes in the field of military training, which is reflected in specific training activities, that is, it has given rise to new changes in training elements. This is particularly evident in the fact that intelligent equipment systems have become important training targets, intelligent combat theories have begun to enter training content, and intelligent technology has been deeply integrated into training methods and training support.

The training object has changed from “human-only” to “human-machine hybrid”. The object of traditional military training is a single person. Both the trainer and the trainee are human. Humans are the only object of military training activities. Artificial intelligence technology is embedded or integrated into weapons and equipment, making weapons and equipment that previously required human control have machine intelligence and a certain degree of autonomy. Intelligent robots that can autonomously perform combat missions have appeared in large numbers on modern battlefields, making intelligent unmanned systems and manned systems “close comrades-in-arms”. Mixed operations of “unmanned forces” and “manned forces” will become a new formation pattern. These weapons and equipment with machine intelligence are different from traditional manned weapons and equipment. At their core, they are artificial intelligence algorithms embedded or integrated with learning capabilities. They need to be trained through repeated training in actual combat or battlefield environments that are close to actual combat, so as to accumulate experience and improve performance, and then gradually enhance the actual combat capability of the equipment to fight autonomously. Therefore, weapons and equipment with machine intelligence also need to form and improve their combat capabilities through continuous training and become new trainees. At the same time, training systems with machine intelligence can also become training platforms for military personnel to acquire combat skills or the right-hand man of military training organizers, playing the role of trainers. It can be seen that, with the empowerment of artificial intelligence, weapons and equipment and related systems are gradually becoming the same training targets as military personnel. The targets of military training are no longer just military personnel, but also include weapons and equipment or systems with a certain level of autonomy, presenting a new scene of people training machines, machines training people, and human-machine hybrid training.

The content of training has expanded from “enhancing physical fitness and skills” to “enhancing intelligence and integration”. Training content is the core element of military training and is constantly changing with the development of technical forms and situations and tasks. The content of traditional military training is mainly to enhance the combat fitness, skills and command capabilities of military personnel. The widespread application of artificial intelligence in the military field has made battlefield winning weapons and equipment and systems more and more intelligent, breaking through the limits of human cognition of traditional time and space, reconstructing the relationship between humans and weapons and equipment, incubating new command and control methods, and giving rise to the continuous emergence of new combat methods and the evolution of war forms. Human-machine integration has become a prominent feature of intelligent warfare, and “controlling the brain and seizing intelligence” is the key to winning intelligent warfare. Therefore, military training in the intelligent era will compress traditional military training content and strengthen perception and cognition, human-machine collaboration, intelligent decision-making and command, etc. The training for people is mainly to understand and master the basic principles, thinking concepts, operating skills, and command art of intelligent warfare; the training for intelligent equipment and systems is mainly to improve learning ability, autonomy, collaboration, and the ability to integrate with human intelligence. The main training content system includes thinking training content focusing on intelligent cognition and human-computer interaction, intelligent skill training content focusing on intelligent equipment operation and human-computer interaction, intelligent command training content focusing on giving full play to the advantages of intelligent information systems such as autonomous analysis, auxiliary decision-making, and accurate evaluation, and intelligent coordination training content focusing on autonomous coordination of unmanned intelligent platforms and human-computer collaborative actions. In order to improve the combat reliability of intelligent weapons and equipment and enhance the intelligent system’s understanding of combat intent, the “deep learning” training content of intelligent autonomous weapons and equipment emphasizes enhancing the intelligence of humans and machines, and strengthening the collaborative training of humans and machines, so as to achieve a perfect integration of man and machine.

The training method has moved from “human-dominated” to “human-led”. The way people produce determines the way they fight and the way they train. Traditional military training methods, lacking the support of artificial intelligence technology, are mainly determined based on factors such as the ability characteristics of trainers and the ability foundation of trainees. The organizational form is limited, the implementation procedures are rigid, and the methods and means are single. At present, the intelligence of war is forcing the intelligence of military training. With the help of artificial intelligence technology, military training planning will move from artificial intelligence planning to system intelligence planning. With the assistance of cloud computing, new algorithms, big data analysis and other technologies, the intelligent training system can autonomously generate training plans with requirements on training content, conditions, standards and other aspects according to the training objectives, efficiently assist training planning and improve the quality and efficiency of training planning; training management will leap from artificial extensive type to intelligent and precise type, and the intelligent training system can overcome the traditional training There are problems in management such as incomplete elements, incomplete processes, untimely feedback, and inaccurate guidance. By automatically collecting training data of all elements and the whole process, using artificial intelligence technology to conduct in-depth analysis of training data, analyzing and evaluating the training effectiveness of trainees, generating real-time training evaluation reports, accurately feedback on problems in training, and proposing personalized improvement suggestions, the training method has been transformed from the previous single “human-dominated” type to the “human-host-assisted” “human-dominated” type.

The training environment has extended from “relying on reality” to “virtual and real integration”. Organizing training in a training environment based on real equipment and real scenes is the main mode of traditional military training. This training mode has problems such as high requirements for training venues, large consumption of materials and equipment, great difficulty in training support, long training preparation time, and difficulty in grasping training safety, which makes a certain gap between training and actual combat. Training like fighting is the development direction of military training, and artificial intelligence technology provides conditions for realizing this development direction. The combination of virtual and real can create a more “real” weapon operation experience and battlefield environment, conduct virtual war experiments, realistically simulate combat processes, accurately evaluate combat concepts, and thus narrow the gap between training and actual combat, so that the odds of victory can be established in the laboratory first. Intelligent simulation training systems can be used to repeat, reproduce and create scenes, environments and conditions of classic battles and difficult training courses, and set up difficult and dangerous situations to test and train troops. In individual soldier training, artificial intelligence and technologies such as augmented reality, virtual reality, and simulation are used to provide a “virtual-reality integration” platform and environmental support for the officers and soldiers’ combat skills, physiological functions, and psychological effectiveness training. Officers and soldiers can see, hear, and “touch” the “real” weapons and equipment and battlefield environment; in unit training, a “real” battlefield environment can be set up, a “homogeneous” combat time domain can be created, and a simulated blue army with “both form and spirit” can be built, effectively improving the quality and effectiveness of confrontational training with actual soldiers and equipment, enhancing the training effect of “being in the situation and feeling the same”, and achieving the training goal of “based on reality, with the help of virtuality, and transcending reality”.

現代國語：

陸 鋒 劉志超

人工智慧在軍事領域的廣泛應用，引發了軍事訓練領域的變革，反映在具體訓練活動中，就是催生了訓練要素的新變化。這突顯在智慧化裝備系統成為重要的訓練對象，智慧化作戰理論開始進入訓練內容，智慧化技術深度融入訓練方法與訓練保障。

訓練對象由「人為唯一」轉變為「人機混合」。傳統軍訓的對像是單一的人，組訓者和受訓者都是人，人是軍訓活動的唯一對象。人工智慧技術嵌入或融入武器裝備中，使得以往需要人操控的武器裝備有了機器智能，具備了一定自主性。能夠自主遂行作戰任務的智慧機器人大量出現在現代戰場，使得智能無人系統與有人系統成為“親密戰友”，“無人部隊”與“有人部隊”混編作戰將成為新的編組樣式。這些具有機器智慧的武器裝備不同於傳統有人操控的武器裝備，其核心是嵌入或融入了學習能力的人工智慧演算法，需要在實戰或近似實戰的戰場環境中，透過多次反復的訓練獲取數據來對演算法進行訓練，從而實現經驗積累、性能提升，進而逐步增強裝備自主作戰的實戰能力。因此，具有機器智慧的武器裝備也需要透過不斷訓練來形成和提高作戰能力，成為新的受訓者。與此同時，具有機器智慧的訓練系統還能夠成為軍事人員獲取作戰技能的訓練平台或軍事訓練組訓者的得力助手，扮演組訓者的角色。由此可見，在人工智慧的賦能下，武器裝備及相關係統逐步成為與軍事人員同樣的訓練對象，軍事訓練的對像不再是單一的軍事人員，也包括具有一定自主化水平的武器裝備或系統，呈現出人訓機、機訓人、人機混合訓練的新景象。

訓練內容由「增體強技」向「增智強融」拓展。訓練內容是軍事訓練的核心要素，隨著技術形態和形勢任務的發展而不斷變化。傳統軍事訓練的內容主要是為了增強軍事人員的戰鬥體能、技能和指揮能力。人工智慧在軍事領域的廣泛應用，使得戰場制勝的武器裝備和系統越來越具有智能化的特徵，突破了人類對傳統時空認知的極限，重構了人與武器裝備的關系，孵化了全新的指揮控制方式，催生了新型作戰方式不斷湧現和戰爭形態的嬗變。人機融合成為智慧化戰爭的顯著特徵，「制腦奪智」是製勝智能化戰爭的關鍵。因此，智能化時代的軍事訓練將壓縮傳統軍事訓練內容，加強感知認知、人機協同、智慧決策指揮等內容。針對人的訓練主要是理解和掌握智能化作戰的基本原理、思維理念、操作技能、指揮藝術等；對於智能化裝備和系統的訓練主要是學習能力、自主能力、協同能力以及與人類智能共融的能力。主要訓練內容體系包括以智慧化認知、人機互動為重點的思維訓練內容，以智慧化裝備操作、人機互動為重點的智慧化技能訓練內容，以發揮智慧資訊系統自主分析、輔助決策、精確評估等優勢為重點的智慧化指揮訓練內容，以無人智慧化平台自主協同、人機協同行動等為重點的智慧化協同訓練內容，為提高智能化武器裝備作戰可靠性、增強智能化系統對作戰意圖理解力的智能自主武器裝備「深度學習」訓練內容，突顯增強人和機的智能、強化人與機的協同訓練，從而達到人機一體的完美融合。

訓練方法由「人為主宰」向「人為主導」邁進。人的生產方式決定了作戰方式，也決定了訓練方式。傳統軍事訓練的方法由於缺乏人工智慧技術支撐，主要是根據組訓人員的能力特點和受訓人員的能力基礎等因素來確定，組織形式受限，實施程序固化，方法手段單一。當前，戰爭的智慧化倒逼軍事訓練的智慧化。在人工智慧技術的助力下，軍事訓練籌劃將由人工集智籌劃向系統智能籌劃邁進，智能化訓練系統在雲計算、新型演算法、大數據分析等技術的輔助下，能夠根據訓練目標自主生成關於訓練的內容、條件、標準等方面指標要求的訓練方案，高效輔助訓練劃劃，提高訓練智能化的粗製訓練能力；管理存在要素不全面、流程不完整、反饋不及時、指導不精確等問題，通過自動採集全要素、全過程訓練數據，利用人工智能技術對訓練數據進行深度分析，對受訓者的訓練成效進行分析評估，生成即時性訓練評估報告，精準反饋訓練中存在的問題，提出個性化的改進建議，使培訓方法由以往單一的人作為主」的主導「人」向主機化。

訓練環境由「依托現實」延伸至「虛實一體」。依托實裝實景的訓練環境組織訓練是傳統軍事訓練的主要模式。這種訓練模式存在對訓練場地要求高、物資器材消耗大、訓練保障難度大、訓練準備耗時長、訓練安全難把握等問題，使訓練與實戰之間存在一定的差距。像作戰一樣訓練是軍事訓練的發展指向，人工智慧技術為實現這一發展指向提供了條件。利用虛實結合的方式能夠創設更「真實」的武器操作體驗和戰場環境，能夠進行虛擬戰爭實驗，逼真演繹作戰進程，準確評估作戰構想，從而縮小訓練與實戰之間的差異，讓勝算先在實驗室裡奠定。可利用智慧化模擬訓練系統，重復、再現和創設經典戰例、重難點訓練課目的場景、環境及各項條件，設置難局危局險局摔打錘煉部隊。單兵訓練中，運用人工智慧以及增強現實、虛擬現實、模擬模擬等技術，為官兵的戰鬥技能、生理機能、心理效能等訓練提供「虛實融合」的平台與環境支撐，官兵可看到、聽到、「觸摸」到「真實」的武器裝備和戰場環境；部（分）隊訓練中，可以設置「真實」的戰場環境、創造「同質」的作戰時域、打造「神形兼具」的模擬藍軍，有效提高實兵實裝對抗性訓練的質效，增強「身臨其境、感同身受」的訓練效果，達成「基於現實、借助虛擬、超越現實」的訓練目標。

中國原創軍事資源：http://www.81.cn/szb_223187/szbxq/index.html?paperName=jfjb&paperDate=2024-04-30&paperNumber=07&articleid=930258880