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Study on Air Combat Maneuvering Recognition Method Based on Centerline Estimation and Immune Fuzzy Neural Network

  • Xianyong Jing*
  • , Honglun Wang
  • , Manyi Hou
  • , Yiheng Liu
  • , Wei Liang
  • *此作品的通讯作者
  • Aviation University of Air Force
  • 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

Accurate recognition of the target’s current tactical maneuver is one of the prerequisites for air combat decision-making. It is an effective method to divide the target track into different segments and recognize the different segments separately. In this paper, the type recognition of piecewise maneuver based on fuzzy neural network is tried to realize. Firstly, the idea of “centerline estimation” is used to propose a method to establish the recognition coordinate system. Then the normalized method is used to preprocess the track to solve the randomness and uncertainty of the flight track. In order to deal with the problem of irregular maneuver track, the track with different overload sizes is collected to produce training samples, which makes the neural network recognizer robust. Simulation results demonstrate the effectiveness of the method.

源语言英语
主期刊名Advances in Guidance, Navigation and Control - Proceedings of 2020 International Conference on Guidance, Navigation and Control, ICGNC 2020
编辑Liang Yan, Haibin Duan, Xiang Yu
出版商Springer Science and Business Media Deutschland GmbH
5109-5120
页数12
ISBN(印刷版)9789811581540
DOI
出版状态已出版 - 2022
活动International Conference on Guidance, Navigation and Control, ICGNC 2020 - Tianjin, 中国
期限: 23 10月 202025 10月 2020

出版系列

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

会议

会议International Conference on Guidance, Navigation and Control, ICGNC 2020
国家/地区中国
Tianjin
时期23/10/2025/10/20

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