系统仿真学报 ›› 2021, Vol. 33 ›› Issue (2): 271-279.doi: 10.16182/j.issn1004731x.joss.20-0943

• 专栏:智能认知行为建模与仿真 • 上一篇    下一篇

基于非合作博弈的路网对抗行为建模研究

魏翔宇1, 张琪2,*   

  1. 1.中国华阴兵器试验中心,陕西 华阴 714200;
    2.国防科技大学 系统工程学院,湖南 长沙 410073
  • 收稿日期:2020-11-30 修回日期:2020-12-24 出版日期:2021-02-18 发布日期:2021-02-20
  • 通讯作者: 张琪(1988-),男,博士,讲师,研究方向为复杂系统建模与仿真、智能行为建模。E-mail:zhangqiy123@nudt.edu.cn
  • 作者简介:魏翔宇(1989-),男,博士,工程师,研究方向为复杂系统建模与仿真,智能行为建模。E-mail:weixiangyu08@nudt.edu.cn

Modeling of Adversarial Behavior on Road Network Based on Non-cooperative Game

Wei Xiangyu1, Zhang Qi2,*   

  1. 1. China Huayin Ordnance Test Center, Huayin 714200, China;
    2. College of Systems Engineering, National University of Defense Technology, Changsha 410073, China
  • Received:2020-11-30 Revised:2020-12-24 Online:2021-02-18 Published:2021-02-20

摘要: 对抗行为建模是很多类军事竞争问题研究的关键。现有研究主要面向目标域,而现实中很多对抗问题发生在路网之上。对此,结合对抗行为的网络流表示,提出了一种基于非合作博弈的路网对抗博弈建模框架,并给出了一个问题实例—网络逃避阻断博弈仿真试验表明新的双启发式求解算法表现优于原始线性求解算法;基于现实路网的数据实验进一步验证了算法的可行性和可扩展性,说明基于非合作博弈的路网对抗博弈建模框架可以更好地建模路网对抗行为,且表现出更强的鲁棒性和更好的智能性。

关键词: 非合作博弈, 网络阻断, 对抗行为建模, 网络逃避阻断博弈

Abstract: The modeling of adversarial behavior is the key to the study of various military-like confrontation problems. Existing research mainly focus on the target domain, but in reality, many confrontation problems occur on the road network. Combined with the network flow representation of adversarial behavior, a network adversarial game modeling framework based on non-cooperative games is proposed, and a novel road network confrontation problem—network evasion interdiction game is given based on the framework. Simulation experiments show that the new double oracle algorithm performs better than the original linear solution algorithm. Data experiments based on real road networks further verify the feasibility and scalability of the algorithm. It shows that the road network interdiction game modeling framework based on non-cooperative game can better model adversarial behaviors on road network, and shows stronger robustness and better intelligence.

Key words: non-cooperative game, network interdiction, adversarial behavior modeling, network evasion interdiction game

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