Journal of System Simulation
Abstract
Abstract: The equipment system is the reflection of the combat system from the perspective of equipment. The research on the combat effectiveness evaluation of the equipment system is of great practical significance for the optimization, construction, and development of the equipment system. Cluster equipment combat system confrontation is characterized by large-scale, highly dynamic and strong confrontation, and it is difficult to directly evaluate combat effectiveness with traditional methods. Aiming at the single task homogeneous cluster equipment system (such as UAV reconnaissance swarm and ground unmanned platform fire assault cluster), this paper regards the confrontation process of equipment system as the Markov game process of multi-agent system from the perspective of multi-agent game theory. The combat effectiveness evaluation method of equipment system based on reinforcement learning of multi-agent game (RLoMAG) is proposed. Firstly, the principle of evaluation method is analyzed and the model of equipment system confrontation is built. Secondly, the framework of the combat effectiveness evaluation method of the equipment system is given, including conducting the agent modeling, game algorithm design and combat effectiveness index design of the equipment system, carrying out exploratory system confrontation simulation, solving the game optimal strategy of the equipment system, and analyzing the combat effectiveness index of the equipment system under the optimal strategy. Finally, based on the base defense combat scenario, an application example of the combat effectiveness evaluation method of the UAV swarm equipment system is given to verify the effectiveness of the method.
Recommended Citation
Zhang, Guohui; Gao, Ang; and Zhang, Ya'nan
(2024)
"Combat Effectiveness Evaluation Method of Homogeneous Cluster Equipment System Based on RLoMAG+EAS,"
Journal of System Simulation: Vol. 36:
Iss.
1, Article 12.
DOI: 10.16182/j.issn1004731x.joss.22-1034
Available at:
https://dc-china-simulation.researchcommons.org/journal/vol36/iss1/12
First Page
160
Last Page
169
CLC
TN94; E919; TP391.9
Recommended Citation
Zhang Guohui, Gao Ang, Zhang Ya'nan. Combat Effectiveness Evaluation Method of Homogeneous Cluster Equipment System Based on RLoMAG+EAS[J]. Journal of System Simulation, 2024, 36(1): 160-169.
DOI
10.16182/j.issn1004731x.joss.22-1034
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Artificial Intelligence and Robotics Commons, Computer Engineering Commons, Numerical Analysis and Scientific Computing Commons, Operations Research, Systems Engineering and Industrial Engineering Commons, Systems Science Commons