Modern Defense Technology ›› 2026, Vol. 54 ›› Issue (4): 38-49.DOI: 10.3969/j.issn.1009-086x.2026.04.004
• PAPERS • Previous Articles Next Articles
Xuan LIU1,2, Qiang FU1, Chengli FAN1, Daiming CHEN3
Received:2025-06-02
Revised:2025-10-23
Online:2026-08-28
Published:2026-09-01
作者简介:刘旋(2001-),男,江苏徐州人。硕士生,研究方向为智能指挥控制。
基金资助:CLC Number:
Xuan LIU, Qiang FU, Chengli FAN, Daiming CHEN. Research on Requirements for Agile Generation of Air Defense Confrontation Kill Chain[J]. Modern Defense Technology, 2026, 54(4): 38-49.
刘旋, 付强, 范成礼, 陈代明. 空防对抗杀伤链敏捷生成需求研究[J]. 现代防御技术, 2026, 54(4): 38-49.
Add to citation manager EndNote|Ris|BibTeX
URL: https://www.xdfyjs.cn/EN/10.3969/j.issn.1009-086x.2026.04.004
| 代表事件 | 闭合时间/min |
|---|---|
| 海湾战争 | 80~101 |
| 科索沃战争 | 30~45 |
| 阿富汗战争 | 15~19 |
| 伊拉克战争 | 10 |
| “项目融合”演习 | 0.33 |
Table 1 Typical closure time of kill chain[4]
| 代表事件 | 闭合时间/min |
|---|---|
| 海湾战争 | 80~101 |
| 科索沃战争 | 30~45 |
| 阿富汗战争 | 15~19 |
| 伊拉克战争 | 10 |
| “项目融合”演习 | 0.33 |
| 指标类别 | 静态评估阶段 | 动态评估阶段 |
|---|---|---|
| 领域数量(个) | 3 | 4 |
| 可行方案数量(个) | >1 | >3 |
| 方案相对有效性 | 提升50% | 提升100% |
| 平均任务放弃率 | <1 | <0.5 |
| 最大方案生成时间/s | <3 | <3 |
| 节点冗余度 | ≥2 | ≥3 |
| 毁伤重构时间/s | <5 | <5 |
Table 2 Requirement metrics of ACK
| 指标类别 | 静态评估阶段 | 动态评估阶段 |
|---|---|---|
| 领域数量(个) | 3 | 4 |
| 可行方案数量(个) | >1 | >3 |
| 方案相对有效性 | 提升50% | 提升100% |
| 平均任务放弃率 | <1 | <0.5 |
| 最大方案生成时间/s | <3 | <3 |
| 节点冗余度 | ≥2 | ≥3 |
| 毁伤重构时间/s | <5 | <5 |
| 指标类别 | 具体指标 | 目标值 |
|---|---|---|
数据基础指标 增强效果指标 | 原始标注样本量 性能提升幅度 | ≤5 000 >3% |
泛化能力指标 增强方法特性指标 鲁棒性指标 | 精度下降幅度 可解释性 语义一致性 | ≤5% ≥80% ≥90% |
Table 3 Requirement metrics for small-sample data augmentation
| 指标类别 | 具体指标 | 目标值 |
|---|---|---|
数据基础指标 增强效果指标 | 原始标注样本量 性能提升幅度 | ≤5 000 >3% |
泛化能力指标 增强方法特性指标 鲁棒性指标 | 精度下降幅度 可解释性 语义一致性 | ≤5% ≥80% ≥90% |
| [1] | 魏群烁, 于澎. 美军“穿透性制空”作战概念的分析与应对[J]. 航天电子对抗, 2023, 39(2): 61-64. |
| WEI Qunshuo, YU Peng. Analysis and Response to the “Penetrating Counter Air” Operational Concept of the US Military[J]. Aerospace Electronic Warfare, 2023, 39(2): 61-64. | |
| [2] | 林功勋, 滕海. 巡航导弹的特点与防御难点研究[J]. 军事文摘, 2023(1): 41-45. |
| LIN Gongxun, TENG Hai. Research on the Characteristics and Defense Challenges of Cruise Missiles[J]. Military Digest, 2023(1): 41-45. | |
| [3] | 尹涛, 梅源, 赵启兵, 等. 美军无人机蜂群作战研究现状及启示[J]. 兵工自动化, 2025, 44(3): 98-104. |
| YIN Tao, MEI Yuan, ZHAO Qibing, et al. Status and Enlightenment of UAV Swarm Operations in US Army[J]. Ordnance Industry Automation, 2025, 44(3): 98-104. | |
| [4] | Joint Chiefs of Staff. Department of Defense Dictionary of Military and Associated Terms[EB/OL]. (2010-11-08) [2025-04-18]. . |
| [5] | 郑明, 刘冠邦, 张昕, 等. 美军时敏目标杀伤链[J]. 指挥信息系统与技术, 2020, 11(2): 59-63. |
| ZHENG Ming, LIU Guanbang, ZHANG Xin, et al. US Time-Sensitive Target Kill Chain[J]. Command Information System and Technology, 2020, 11(2): 59-63. | |
| [6] | BROSE C. The Kill Chain: Defending America in the Future of High-Tech Warfare[M]. New York: Grand Central Publishing, 2020: 1-256. |
| [7] | 杨松, 王维平, 李小波, 等. 杀伤链概念发展及研究现状综述[C]∥第三届体系工程学术会议论文集——复杂系统与体系工程管理会议论文集. 长沙: 国防科技大学系统工程学院, 2021: 62-67. |
| YANG Song, WANG Weiping, LI Xiaobo, et al. Summary of the Concepts Development and Research Status of Kill Chain[C]∥Proceedings of the 3rd Academic Conference on Systems Engineering-Proceedings of the Conference on Complex Systems and Systems Engineering Management. Changsha: School of Systems Engineering, National University of Defense Technology, 2021: 62-67. | |
| [8] | 李龙跃, 贾忠慧, 皮雳, 等. 美军杀伤网的概念内涵、发展现状与趋势[J]. 航空兵器, 2024, 31(5): 11-18. |
| LI Longyue, JIA Zhonghui, PI Li, et al. The Concept, Status and Trends of the US Military's Kill Web[J]. Aero Weaponry, 2024, 31(5): 11-18. | |
| [9] | 赵宇, 周中元, 裴晔晔. 构建即时杀伤链关键问题[J]. 指挥信息系统与技术, 2024, 15(3): 28-34, 45. |
| ZHAO Yu, ZHOU Zhongyuan, PEI Yeye. Key Issues of Instant Kill Chain Building[J]. Command Information System and Technology, 2024, 15(3): 28-34, 45. | |
| [10] | 万斯来, 王国新, 明振军, 等. 基于AGE-MOEA的杀伤链建模与优化方法[J]. 兵工学报, 2024, 45(8): 2617-2628. |
| WAN Silai, WANG Guoxin, MING Zhenjun, et al. Modeling and Optimization Method of Kill Chains Based on AGE-MOEA[J]. Acta Armamentarii, 2024, 45(8): 2617-2628. | |
| [11] | WANG Luyao, CHEN Libin, YANG Zhiwei, et al. A Prospect-Theory-Based Operation Loop Decision-Making Method for Kill Web[J]. Mathematics, 2022, 10(19): 3486. |
| [12] | MUNIR A, AVED A, PHAM K, et al. Trustworthiness of Situational Awareness: Significance and Quantification[J]. Journal of Cybersecurity and Privacy, 2024, 4(2): 223-240. |
| [13] | 陈伯孝, 孙光才, 朱伟, 等. 现代雷达系统分析与设计[M]. 2版. 西安: 西安电子科技大学出版社, 2024: 22-25. |
| CHEN Boxiao, SUN Guangcai, ZHU Wei, et al. Modern Radar System Analysis and Design[M]. 2nd ed. Xi'an: Xidian University Press, 2024: 22-25. | |
| [14] | 刘占强, 梁路江, 王春阳. 隐身飞机自卫干扰对雷达探测性能的影响[J]. 北京航空航天大学学报, 2017, 43(12): 2520-2529. |
| LIU Zhanqiang, LIANG Lujiang, WANG Chunyang. Influence of Self-defense Jamming of Stealth Aircraft on Radar Detection Performance[J]. Journal of Beijing University of Aeronautics and Astronautics, 2017, 43(12): 2520-2529. | |
| [15] | 戴海发, 卞鸿巍, 王荣颖, 等. 一种改进的多传感器数据自适应融合方法[J]. 武汉大学学报(信息科学版), 2020, 45(10): 1602-1609. |
| DAI Haifa, BIAN Hongwei, WANG Rongying, et al. An Improved Multi-sensor Data Adaptive Fusion Method[J]. Geomatics and Information Science of Wuhan University, 2020, 45(10): 1602-1609. | |
| [16] | 郑建成, 谭贤四, 曲智国, 等. 高超声速/常规巡航导弹预警探测特征比较[J]. 现代防御技术, 2022, 50(4): 116-123. |
| ZHENG Jiancheng, TAN Xiansi, QU Zhiguo, et al. Comparison of Early Warning Detection Characteristics Between Hypersonic Cruise Missile and Cruise Missile[J]. Modern Defence Technology, 2022, 50(4): 116-123. | |
| [17] | 于哲峰, 刘佳琪, 刘连元, 等. 临近空间高超声速飞行器RCS特性研究[J]. 宇航学报, 2014, 35(6): 713-719. |
| YU Zhefeng, LIU Jiaqi, LIU Lianyuan, et al. Research on the RCS Characteristics of Hypersonic Near Space Vehicle[J]. Journal of Astronautics, 2014, 35(6): 713-719. | |
| [18] | 张海龙, 杨荣强, 王玉茜. 智能集群对防空作战影响及反制策略分析[J]. 空天防御, 2021, 4(1): 26-32. |
| ZHANG Hailong, YANG Rongqiang, WANG Yuqian. Analysis of the Influence of Intelligent Swarming on Air Defense Operations and Countermeasures[J]. Air & Space Defense, 2021, 4(1): 26-32. | |
| [19] | 丁启伟, 赵晶, 王燊燊. 利用巡航导弹进行饱和攻击研究[J]. 战术导弹技术, 2015(3): 30-35, 45. |
| DING Qiwei, ZHAO Jing, WANG Shenshen. Study of Saturation Attack Using Cruise Missile[J]. Tactical Missile Technology, 2015(3): 30-35, 45. | |
| [20] | 汪丰麟, 李沁远, 范博, 等. 高超声速武器防御体系的发展现状与演进趋势[J]. 指挥与控制学报, 2022, 8(4): 378-388. |
| WANG Fenglin, LI Qinyuan, FAN Bo, et al. Development Status and Trends of Hypersonic Weapon Defense System[J]. Journal of Command and Control, 2022, 8(4): 378-388. | |
| [21] | 周金鹏, 陆志沣, 赖鹏, 等. 面向联合防空的平行推演系统构建及应用设想[J]. 系统仿真技术, 2023, 19(1): 84-90. |
| ZHOU Jinpeng, LU Zhifeng, LAI Peng, et al. The Imagine of Construction and Application of Parallel Inference System for Joint Air-Defense[J]. System Simulation Technology, 2023, 19(1): 84-90. | |
| [22] | DARPA. Adapting Cross-Domain Kill-Webs (ACK)[EB/OL]. (2018-07-20) [2025-04-18]. . |
| [23] | 赵国宏. 基于作战场景的时间敏感目标杀伤网设计[J]. 指挥与控制学报, 2022, 8(4): 414-421. |
| ZHAO Guohong. Operational Scenario-Based Kill Web Design for Time Sensitive Targets[J]. Journal of Command and Control, 2022, 8(4): 414-421. | |
| [24] | 宦国杨, 郭晓鸿, 梁波, 等. 动态目标打击杀伤网构建范式和集成架构[J]. 指挥信息系统与技术, 2024, 15(5): 60-68, 83. |
| HUAN Guoyang, GUO Xiaohong, LIANG Bo, et al. Construction Paradigm and Integrated Architecture of Kill Web for Striking Dynamic Target[J]. Command Information System and Technology, 2024, 15(5): 60-68, 83. | |
| [25] | 张龙剑, 李晶晶, 范慧丽, 等. 基于图模型的海上自适应杀伤网生成与应用[J]. 中国舰船研究, 2025, 20(5): 297-306. |
| ZHANG Longjian, LI Jingjing, FAN Huili, et al. Generation and Application of Maritime Adaptive Kill Web Based on Graph Model[J]. Chinese Journal of Ship Research, 2025, 20(5): 297-306. | |
| [26] | 万斯来, 王国新, 明振军, 等. 基于知识推理的杀伤网智能设计方法[J]. 兵工学报, 2024, 45(4): 1025-1037. |
| WAN Silai, WANG Guoxin, MING Zhenjun, et al. Knowledge Reasoning-Based Intelligent Design Method of Kill-Web[J]. Acta Armamentarii, 2024, 45(4): 1025-1037. | |
| [27] | 夏博远. 马赛克战中面向杀伤网的作战环推荐方法研究[D]. 长沙: 国防科技大学, 2021. |
| XIA Boyuan. A Study of Operation Loop Recommendation Methods for Kill Web in the Mosaic War[D]. Changsha: National University of Defense Technology, 2021. | |
| [28] | XIONG Kui, ZHANG Tianxian, CUI Guolong, et al. Coalition Game of Radar Network for Multitarget Tracking via Model-Based Multiagent Reinforcement Learning[J]. IEEE Transactions on Aerospace and Electronic Systems, 2023, 59(3): 2123-2140. |
| [29] | 苏奇. 复杂网络上的合作演化和博弈动力学研究[D]. 北京: 北京大学, 2019. |
| SU Qi. Evolution of Cooperation and Game Dynamics on Complex Networks[D]. Beijing: Peking University, 2019. | |
| [30] | 刘祥雨, 朱坤, 王刚, 等. 多模式融合的武器目标分配系统模型设计[J]. 航空兵器, 2024, 31(1): 45-57. |
| LIU Xiangyu, ZHU Kun, WANG Gang, et al. Model Design of Weapon Target Assignment System Based on Multi-mode Fusion[J]. Aero Weaponry, 2024, 31(1): 45-57. | |
| [31] | 赵国宏. 从俄乌冲突中杀伤链运用再看作战管理系统[J]. 战术导弹技术, 2022(4): 1-16. |
| ZHAO Guohong. Review on Battle Management System from Kill Chain Application in the Russia-Ukraine Conflict[J]. Tactical Missile Technology, 2022(4): 1-16. | |
| [32] | 刘祥雨, 王刚, 郭相科, 等. 面向区域防空场景的杀伤链设计方法[J]. 系统工程与电子技术, 2025, 47(5): 1582-1599. |
| LIU Xiangyu, WANG Gang, GUO Xiangke, et al. Kill Chain Design Methodology for Area Air Defense Scenarios[J]. Systems Engineering and Electronics, 2025, 47(5): 1582-1599. | |
| [33] | 熊浩, 郭昊颖, 鄢慧丽, 等. 在线服务平台的多目标订单分配实时优化研究[J]. 软科学, 2025, 39(3): 137-144. |
| XIONG Hao, GUO Haoying, YAN Huili, et al. Real-Time Optimization of Multi-objective Order Allocation in Online Service Platform[J]. Soft Science, 2025, 39(3): 137-144. | |
| [34] | 熊浩, 郭昊颖, 鄢慧丽, 等. 外卖配送路径多目标实时优化研究[J]. 工业工程, 2023, 26(1): 98-107. |
| XIONG Hao, GUO Haoying, YAN Huili, et al. Multi-Objective Real-Time Optimization Study of Takeaway Vehicle Routes Problem[J]. Industrial Engineering Journal, 2023, 26(1): 98-107. | |
| [35] | JOHNSON B, GREEN J M, BURNS G, et al. Mapping Artificial Intelligence to the Naval Tactical Kill Chain[J]. Naval Engineers Journal, 2023, 135(1): 155-166. |
| [36] | RICHARDSON J M. Project Convergence: A Venue for Joint All-Domain Command and Control Experimentation[EB/OL].(2022-10-25)[2025-04-18].. |
| [37] | ALDERMAN R. How Rainmaker, Prometheus, FIRESTORM, and SHOT AI Algorithms Enable the Kill Web[EB/OL]. (2021-12-23) [2025-04-18]. . |
| [38] | Scale PENNEY H., Scope, Speed & Survivability: Winning the Kill Chain Competition[EB/OL]. (2023-05-03) [2025-04-18]. . |
| [39] | LIU Jiayi, WANG Gang, FU Qiang, et al. Task Assignment in Ground-to-Air Confrontation Based on Multiagent Deep Reinforcement Learning[J]. Defence Technology, 2023, 19: 210-219. |
| [40] | 刘祥雨, 王刚, 王思远, 等. 数据-知识双驱动的编队目标意图识别方法[J]. 航空学报, 2026, 47(2): 288-308. |
| LIU Xiangyu, WANG Gang, WANG Siyuan, et al. A Data-Knowledge Dual-Driven Method for Formation Target Intention Recognition[J]. Acta Aeronautica et Astronautica Sinica, 2026, 47(2): 288-308. | |
| [41] | WANG Siyuan, WANG Gang, FU Qiang, et al. IH-TCGAN: Time-Series Conditional Generative Adversarial Network with Improved Hausdorff Distance for Synthesizing Intention Recognition Data[J]. Entropy, 2023, 25(5): 781. |
| [42] | SHORTEN C, KHOSHGOFTAAR T M, FURHT B. Text Data Augmentation for Deep Learning[J]. Journal of Big Data, 2021, 8(1): 101. |
| [1] | Junbiao ZHANG, Jing WU, Fei ZHAO, Li FANG. Application and Enlightenment of UAV in the Russia-Ukraine Conflict [J]. Modern Defense Technology, 2025, 53(6): 37-45. |
| [2] | Teng CAO, Lu GAO, Guangda YE, Liangliang YANG. Allocation of Battlefield Equipment Mobile Repair Tasks Based on Improved LF-MOPSO [J]. Modern Defense Technology, 2025, 53(6): 187-196. |
| [3] | Longfei JIANG, Jianbing ZHAO. Combat Effectiveness Evaluation of Air & Space Defense Kill Chain Based on Order [J]. Modern Defense Technology, 2025, 53(5): 70-79. |
| [4] | Jin ZHANG, Gang WANG, Xiangke GUO, Tengda LI, Xiangyu LIU, Runyu HUANG. Research and Analysis on the Construction and Development of Air and Missile Defense Battle Kill Chains/Web [J]. Modern Defense Technology, 2025, 53(4): 18-26. |
| [5] | Yong BAO, Shuai CHENG. Research on the Dynamic Construction Strategy of Anti-UAV Awarm Kill Chain [J]. Modern Defense Technology, 2025, 53(4): 1-9. |
| [6] | Chen FEI, Liang ZHAO, Yincheng LI, Shuquan WANG, Zhengyu DUAN. Multi-objective Strike Task Allocation for UAV Swarms Based on MR-WPA [J]. Modern Defense Technology, 2025, 53(3): 1-10. |
| [7] | Gang LIU, Ming JI, Junyi XU. Research on the Measurement Method of Time-Sensitive Target Kill Chain Close Time [J]. Modern Defense Technology, 2025, 53(2): 121-128. |
| [8] | Ke LIU. Research on the Application of Space-Based Information Support in Ultra-Long-Range Air Defense Operations [J]. Modern Defense Technology, 2024, 52(6): 9-16. |
| [9] | Xiaoli ZHOU, Chao BEI. Application of Event Camera in Space Traffic Management [J]. Modern Defense Technology, 2024, 52(5): 93-105. |
| [10] | Yuqian WANG, Yajie CAO, Xiaoqiong SHE, Yongyi LIAO. Research on U.S. Military’s Kill Web Concept and Inspiration to Chinese Air Defense Combat Equipment System [J]. Modern Defense Technology, 2023, 51(6): 1-8. |
| [11] | Ruijie WANG, Dechao WANG, Lu FENG, Zhengdang ZHAO, Zheliang CHEN. Research Progress and Countermeasures Against UAV Swarm Operations Abroad [J]. Modern Defense Technology, 2023, 51(4): 1-9. |
| [12] | Shengbo DONG, Qiya SU, Muyao YU, Qing ZHAO. Discussion on the Development of Collaborative Detection and Guidance Technology [J]. Modern Defense Technology, 2023, 51(3): 75-82. |
| [13] | Yuyan TANG, Fangfang LI, Zhenyu ZHANG, Lei LI, Zhi LI. Analysis of Kill Chain and Kill Net Inside the US Ballistic Missile Defense System [J]. Modern Defense Technology, 2023, 51(1): 1-10. |
| Viewed | ||||||
|
Full text |
|
|||||
|
Abstract |
|
|||||