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Aircraft Intelligent Guidance Technology for Evasion and Penetration

  • Jinbai Li
  • , Honglun Wang*
  • , Yiheng Liu
  • , Tiancai Wu
  • *此作品的通讯作者
  • Beihang University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

In this paper, in order to improve the performance of aircraft evasion and penetration, an intelligent guidance algorithm is proposed by combining twin delayed deep deterministic policy gradient (TD3) and interfered fluid dynamical system (IFDS). First, the guidance model and simulation environment are established. On this basis, the basic guidance algorithm IFDS and the deep reinforcement learning method TD3 are introduced respectively, and the intelligent guidance algorithm is designed. Then, this paper compares and analyzes the simulated flight path of the aircraft obtained by the traditional guidance algorithm and the intelligent guidance algorithm. Finally, simulations show that the intelligent guidance algorithm can guide the aircraft to avoid obstacles and missiles, and demonstrate the advantages of the intelligent guidance algorithm.

源语言英语
主期刊名Proceedings of 2021 International Conference on Autonomous Unmanned Systems, ICAUS 2021
编辑Meiping Wu, Yifeng Niu, Mancang Gu, Jin Cheng
出版商Springer Science and Business Media Deutschland GmbH
1913-1922
页数10
ISBN(印刷版)9789811694912
DOI
出版状态已出版 - 2022
活动International Conference on Autonomous Unmanned Systems, ICAUS 2021 - Changsha, 中国
期限: 24 9月 202126 9月 2021

出版系列

姓名Lecture Notes in Electrical Engineering
861 LNEE
ISSN(印刷版)1876-1100
ISSN(电子版)1876-1119

会议

会议International Conference on Autonomous Unmanned Systems, ICAUS 2021
国家/地区中国
Changsha
时期24/09/2126/09/21

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