Simulation Verification and Decision-making Key Technologies of Unmanned Swarm Game Confrontation: A Survey

Authors

Xiaolong Liang, Air Traffic Control and Navigation College, Air Force Engineering University, Xi'an 710051, China; Shaanxi Key Laboratory of Meta-Synthesis for Electronic and Information System, Xi'an 710051, ChinaFollow
Aiwu Yang, Air Traffic Control and Navigation College, Air Force Engineering University, Xi'an 710051, China; Shaanxi Key Laboratory of Meta-Synthesis for Electronic and Information System, Xi'an 710051, China
Jiaqiang Zhang, Air Traffic Control and Navigation College, Air Force Engineering University, Xi'an 710051, China; Shaanxi Key Laboratory of Meta-Synthesis for Electronic and Information System, Xi'an 710051, China
Yueqi Hou, Air Traffic Control and Navigation College, Air Force Engineering University, Xi'an 710051, China; Shaanxi Key Laboratory of Meta-Synthesis for Electronic and Information System, Xi'an 710051, China
Ning Wang, Air Traffic Control and Navigation College, Air Force Engineering University, Xi'an 710051, China; Shaanxi Key Laboratory of Meta-Synthesis for Electronic and Information System, Xi'an 710051, China
Xiao Huang, China Ship Development and Design Center, Wuhan 430064, China
Junbin Gong, China Ship Development and Design Center, Wuhan 430064, China

Abstract

Abstract: Unmanned swarm game confrontation is a new combat mode and plays a crucial role in intelligent warfare. Its core is the autonomous generation of a series of game confrontation decision sequences to "empower" the swarm. The progress of system simulation verification for the unmanned swarm game confrontation is analyzed. The key technologies of the autonomous decision-making are discussed from three aspects, technology based on expert systems and game theory, technology based on swarm intelligence and optimization theory, and technology based on neural networks and reinforcement learning. The key technology research conducted by the author's team on the autonomous decisionmaking is presented. The development directions of the unmanned swarm game confrontation are proposed.

Recommended Citation

Liang, Xiaolong; Yang, Aiwu; Zhang, Jiaqiang; Hou, Yueqi; Wang, Ning; Huang, Xiao; and Gong, Junbin (2024) "Simulation Verification and Decision-making Key Technologies of Unmanned Swarm Game Confrontation: A Survey," Journal of System Simulation: Vol. 36: Iss. 4, Article 2.
DOI: 10.16182/j.issn1004731x.joss.23-0072
Available at: https://dc-china-simulation.researchcommons.org/journal/vol36/iss4/2

First Page

805

Last Page

816

CLC

V37; TP391

Recommended Citation

Liang Xiaolong, Yang Aiwu, Zhang Jiaqiang, et al. Simulation Verification and Decision-making Key Technologies of Unmanned Swarm Game Confrontation: A Survey[J]. Journal of System Simulation, 2024, 36(4): 805-816.

DOI

10.16182/j.issn1004731x.joss.23-0072