基于Multi-Agent的无人机集群体系自主作战系统设计

doi:10.12305/j.issn.1001-506X.2024.04.16

摘要/Abstract

摘要：

针对无人集群自主作战体系设计中的关键问题, 提出基于Multi-Agent的无人集群自主作战系统设计方法。建立无人集群各节点的Agent模型及其推演规则; 对于仿真系统模块化和通用化的需求, 设计系统互操作式接口和无人集群自主作战的交互关系; 开展无人集群系统仿真推演验证。仿真结果表明, 所提设计方案不仅能够有效开展并完成自主作战网络生成-集群演化-效能评估的全过程动态演示验证, 而且能够通过重复随机试验进一步评估无人集群的协同作战效能, 最后总结了集群协同作战的策略和经验。

关键词: Multi-Agent, 无人集群, 体系设计, 协同作战

Abstract:

Aiming at the key issues in the design of unmanned swarm autonomous combat system, a Multi-Agent-based design method for unmanned cluster autonomous combat system is proposed. The Agent model and its deduction rules for each node of unmanned cluster are established. For the demand of modularization and generalization of the simulation system, the system interoperability interface and the autonomous combat interactive relationship of unmanned cluster is designed. The simulation deduction verification of the unmanned cluster system is carried out. Simulation results show that the proposed design scheme can not only effectively carry out and complete the dynamic demonstration and verification of the whole process of autonomous combat network generation-cluster evolution-efficiency evaluation, but also further evaluate the cooperative combat effectiveness of unmanned cluster through repeated random tests. Finally, this paper sunmarizes the strategies and experience of cluster cooperative operations.

Key words: Multi-Agent, unmanned cluster, system design, cooperative combat

中图分类号:

V279

张堃, 华帅, 袁斌林, 杜睿怡. 基于Multi-Agent的无人机集群体系自主作战系统设计[J]. 系统工程与电子技术, 2024, 46(4): 1273-1286.

Kun ZHANG, Shuai HUA, Binlin YUAN, Ruiyi DU. Design of autonomous combat system of unmanned cluster system based on Multi-Agent[J]. Systems Engineering and Electronics, 2024, 46(4): 1273-1286.

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参考文献 32

1	QIN B Y , ZHANG D , TANG S , et al. Distributed grouping cooperative dynamic task assignment method of UAV swarm[J]. Applied Sciences, 2022, 12 (6): 2865- 2874. doi: 10.3390/app12062865
2	ZHANG P, ZHANG C Y, GAI W L. Research on application and development trend of multi-domain cooperative combat for unmanned combat platform[C]//Proc. of the 2nd International Symposium on Computer Engineering and Intelligent Communications, 2021.
3	JIANG Y Y , GAO Y , SONG W Q , et al. Bibliometric analysis of UAV swarms[J]. Journal of Systems Engineering and Electronics, 2022, 33 (2): 406- 425. doi: 10.23919/JSEE.2022.000042
4	BĒRZINŠ J . The theory and practice of new generation warfare: the case of Ukraine and Syria[J]. The Journal of Slavic Military Studies, 2020, 33 (3): 355- 380. doi: 10.1080/13518046.2020.1824109
5	LI H , YANG G Y , ZHAO X , et al. Tactical mission event logic graph construction for network-centric warfare[J]. Alexandria Engineering Journal, 2022, 61 (11): 9161- 9173. doi: 10.1016/j.aej.2022.02.055
6	李琳琳, 路云飞, 张壮, 等. 基于信息优势的指控系统指标体系构建及建模[J]. 系统工程与电子技术, 2018, 40 (3): 577- 582.
	LI L L , LU Y F , ZHANG Z , et al. System construction and modeling of command and control system index based on information superiority[J]. Systems Engineering and Electronics, 2018, 40 (3): 577- 582.
7	LEVCHUK G M , LEVCHUK Y N , LUO J , et al. Normative design of organizations. I. Mission planning[J]. IEEE Trans.on Systems, Man, and Cybernetics-Part A: Systems and Humans, 2002, 32 (3): 346- 359. doi: 10.1109/TSMCA.2002.802819
8	李懿凡, 钱华明, 黄洪钟, 等. 基于广义连续时间贝叶斯网络的指挥控制网络系统可靠性分析[J]. 系统工程与电子技术, 2022, 44 (12): 3880- 3886.
	LI Y F , QIAN H M , HUANG H Z , et al. Reliability analysis of command and control network system based on generalized continuous time Bayesian network[J]. Systems Engineering and Electronics, 2022, 44 (12): 3880- 3886.
9	高飞. 基于多智能体的舰船指控系统建模方法[J]. 舰船电子工程, 2018, 38 (5): 1- 4.
	GAO F . Modeling of ship command and control system based on the technology of multi-agent[J]. Ship Electronic Engineering, 2018, 38 (5): 1- 4.
10	陈士涛, 李大喜, 孙鹏, 等. 美军智能无人机集群作战样式及影响分析[J]. 中国电子科学研究院学报, 2021, 16 (11): 1113- 1118.
	CHEN S T , LI D X , SUN P , et al. Analysis on the development and influence of intelligent unmanned aerial vehicle cluster in U.S. army[J]. Journal of China Academy of Electronics and Information Technology, 2021, 16 (11): 1113- 1118.
11	MOHAMMED M A , ELHOSENY M , ABDULKAREEM K H , et al. A multi-agent feature selection and hybrid classification model for Parkinson's disease diagnosis[J]. ACM Transactions on Multimidia Computing Communications and Applications, 2021, 17 (2s): 1- 22.
12	SATYA P Y , DHARMENDRA P M , NGUYEN T D L . Distributed Artificial Intelligence: a modern approach[M]. Boca Raton: CRC Press, 2020.
13	XU L . Research advances of distributed artificial intelligence and multi-agent system[J]. BioTechnology: An Indian Journal, 2014, 10 (13): 7485- 7491.
14	WU X , LI Y , SUN Y J , et al. Investigation of MAS structure and intelligent+information processing mechanism of hypersonic target detection and recognition system[J]. Journal of Systems Engineering and Electronics, 2020, 31 (6): 1105- 1115. doi: 10.23919/JSEE.2020.000083
15	STIELER D , SCHWINN T , LEDER S , et al. Agent-based modeling and simulation in architecture[J]. Automation in Construction, 2022, 141, 104426. doi: 10.1016/j.autcon.2022.104426
16	刘家义, 岳韶华, 王刚, 等. 多平台分布式协同作战下基于MPC-MAS的指挥控制模型设计[J]. 系统工程与电子技术, 2020, 42 (7): 1582- 1589.
	LIU J Y , YUE S H , WANG G , et al. Design of command control model based on MPC-MAS under multi-platform distributed cooperative operation[J]. Systems Engineering and Electronics, 2020, 42 (7): 1582- 1589.
17	AJITH V , KEITH D , MARHEW S , et al. Multi agent architecture for automated health coaching[J]. Journal of Medical Systems, 2021, 45 (11): 7- 10.
18	张帅, 杨西龙, 姜玉宏, 等. 基于HLA的Multi-Agent军事物流仿真系统研究[J]. 指挥控制与仿真, 2018, 40 (4): 91-94, 120.
	ZHANG S , YANG X L , JIANG Y H , et al. Research on the Multi-Agent military logistics simulation system based on HLA[J]. Command Control & Simulation, 2018, 40 (4): 91-94, 120.
19	王佳胤, 张宏军, 程恺, 等. 作战实验规则形式化表达建模研究[J]. 火力与指挥控制, 2020, 45 (10): 54- 62.
	WANG J Y , ZHANG H J , CHENG K , et al. Modeling study of formalization expression of operational experimental rules[J]. Fire Control & Command Control, 2020, 45 (10): 54- 62.
20	YANG S W , YEE K J . Design rule extraction using multi-fidelity surrogate model for unmanned combat aerial vehicles[J]. Journal of Aircraft, 2022, 195 (4): 977- 991.
21	牟轩庭, 张宏军. 作战实验规则库管理系统设计与实现[J]. 计算机时代, 2022, (5): 42- 47.
	MOU X T , ZHANG H J . Design and implementation of combat simulation rule base management system[J]. Computer Era, 2022, (5): 42- 47.
22	吴立尧, 韩维, 张勇, 等. 有人/无人机编队指挥控制系统结构设计[J]. 系统工程与电子技术, 2020, 42 (8): 1826- 1834.
	WU L Y , HAN W , ZHANG Y , et al. Structure design of command and control system for manned/unmanned aerial vehicles formation[J]. Systems Engineering and Electronics, 2020, 42 (8): 1826- 1834.
23	JIA N P , YANG Z W , YANG K W . Operational effectiveness evaluation of the swarming UAVs combat system based on a system dynamics model[J]. IEEE Access, 2019, 7, 25209- 25224. doi: 10.1109/ACCESS.2019.2898728
24	SUN L F , CHANG J S , ZHANG J , et al. Evaluation of unmanned aerial vehicles cooperative combat effectiveness based on conditional entropy combination weight method[J]. Journal of Aerospace Technology and Management, 2021, 13 (4): 1227.
25	LIU W X, MA H J, DING Y Y, et al. Research on operational capability and countermeasures of the US UAV swarm[C]//Proc. of the International Conference on Man-Machine-Environment System Engineering, 2021: 347-352.
26	RASHEED M B , JAVAID N , MALIK M S A , et al. Intelligent multi-agent based multilayered control system for opportunistic load scheduling in smart buildings[J]. IEEE Access, 2019, 7, 23990- 24006. doi: 10.1109/ACCESS.2019.2900049
27	CHEN M , SHARMA A , BHOLA J , et al. Multi-agent task planning and resource apportionment in a smart grid[J]. International Journal of System Assurance Engineering and Management, 2022, 13 (1): 444- 455.
28	JIANG H F , QIN S F , FU J L , et al. How to model and implement connections between physical and virtual models for digital twin application[J]. Journal of Manufacturing Systems, 2021, 58, 36- 51. doi: 10.1016/j.jmsy.2020.05.012
29	JACOBSSON S , ARNÄS P O , STEFANSSON G . Automatic information exchange between interoperable information systems: potential improvement of access management in a seaport terminal[J]. Research in Transportation Business & Management, 2020, 35, 100429.
30	WU J, LV Y. A universal open architecture of health management system for radars[C]//Proc. of the IEEE 3rd International Conference on Frontiers Technology of Information and Computer, 2021: 432-437.
31	黎贺, 韩文俊, 谢启超. 标准化通用化组件框架设计[J]. 信息技术与信息化, 2022, (7): 169- 172.
	LI H , HAN W J , XIE Q C . Standardized and universal component framework design[J]. Information Technology and Informatization, 2022, (7): 169- 172.
32	MADRIDANO Á , AL-KAFF A , FLORES P , et al. Software architecture for autonomous and coordinated navigation of UAV swarms in forest and urban firefighting[J]. Applied Sciences, 2021, 11 (3): 1258. doi: 10.3390/app11031258

[1]	赵蕊蕊, 于海跃, 游雅倩, 张涛, 陶敏, 姜江. 无人集群试验评估现状及技术方法综述[J]. 系统工程与电子技术, 2024, 46(2): 570-585.
[2]	谢震海, 何明, 禹明刚, 余烤华, 袁国栋. 面向策略多样性的无人集群合作演化建模及仿真[J]. 系统工程与电子技术, 2023, 45(9): 2852-2859.
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[4]	岳程斐, 薛正华, 姚蔚然, 曹喜滨. 基于机群关系特征的多机协同作战任务分配[J]. 系统工程与电子技术, 2022, 44(6): 1897-1906.
[5]	禹明刚, 何明, 张东戈, 马子玉, 康凯. 基于多元公共品演化博弈的无人作战集群策略占优条件[J]. 系统工程与电子技术, 2021, 43(9): 2553-2561.
[6]	刘家义, 岳韶华, 王刚, 张杰, 姚小强. 多平台分布式协同作战下基于MPC-MAS的指挥控制模型设计[J]. 系统工程与电子技术, 2020, 42(7): 1582-1589.
[7]	禹明刚, 张东戈, 康凯, 朱卫星. 基于多元公共品演化博弈的无人集群合作演化机制[J]. 系统工程与电子技术, 2020, 42(12): 2787-2794.
[8]	王新尧, 曹云峰, 孙厚俊, 韦彩色, 陶江. 基于DoDAF的有人/无人机协同作战体系结构建模[J]. 系统工程与电子技术, 2020, 42(10): 2265-2274.
[9]	王杰, 管恩义, 朱付涛, 胡晓光, 丁祝顺, 吴云洁. 用WSN建立数据链的主从弹协同作战模型[J]. 系统工程与电子技术, 2016, 38(6): 1306-1313.
[10]	韦常柱，郭继峰，赵彪. 导弹协同作战编队飞行控制系统研究[J]. Journal of Systems Engineering and Electronics, 2010, 32(9): 1968-1972.
[11]	翟东升, 李莉, 张书杰. 基于HTCP-net的multi-agent调度系统建模与仿真[J]. Journal of Systems Engineering and Electronics, 2009, 31(1): 100-107.
[12]	翟东升, 李莉, 张书杰. 基于HTCP-net的multi-agent调度系统建模与仿真[J]. Journal of Systems Engineering and Electronics, 2009, 31(01): 100-107.