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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
  • *Corresponding author for this work
  • Aviation University of Air Force
  • Beihang University

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

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.

Original languageEnglish
Title of host publicationAdvances in Guidance, Navigation and Control - Proceedings of 2020 International Conference on Guidance, Navigation and Control, ICGNC 2020
EditorsLiang Yan, Haibin Duan, Xiang Yu
PublisherSpringer Science and Business Media Deutschland GmbH
Pages5109-5120
Number of pages12
ISBN (Print)9789811581540
DOIs
StatePublished - 2022
EventInternational Conference on Guidance, Navigation and Control, ICGNC 2020 - Tianjin, China
Duration: 23 Oct 202025 Oct 2020

Publication series

NameLecture Notes in Electrical Engineering
Volume644 LNEE
ISSN (Print)1876-1100
ISSN (Electronic)1876-1119

Conference

ConferenceInternational Conference on Guidance, Navigation and Control, ICGNC 2020
Country/TerritoryChina
CityTianjin
Period23/10/2025/10/20

Keywords

  • Air combat maneuvering
  • Centerline estimation
  • Fuzzy
  • Neural network
  • Recognition

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