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A tactical maneuver trajectory prediction method using gate recurrent unit based on triangle search optimization with AdaBoost

Zhenglei Wei1,2Shangqin Tang1Xiaofei Wang3Yongbo Xuan3Yintong Li1Lei Xie1Aandi Tang1Peng Zhang1

1. College of Aeronautics,Air Force Engineering University2. China Aerodynamics Research & Development Center3. Frontier Science Innovation Center,Air Force Institute of Research

摘要:In order to obtain accuracy trajectory of target aircraft in UCAV air combat process,a maneuver trajectory prediction method is designed in this paper.To describe the intention knowledge,the tactical maneuver trajectory units are defined according to trajectory characteristics parameters.Based on the definition of units,the tactical maneuver trajectory prediction model is divided into tactical maneuver trajectory unit prediction module and maneuver trajectory point prediction.To solve prediction model,gate recurrent unit based on triangle search optimization with AdaBoost is proposed.Though fusing the two nodules,the tactical maneuver trajectory prediction method using TSO-GRU-Ada is designed.The simulation results for two case air combat data show that the proposed method is effective and meets the real time of air combat.
会议名称:

第33届中国控制与决策会议

会议时间:

2021-05-22

会议地点:

中国云南昆明

  • 专辑:

    工程科技Ⅱ辑; 信息科技

  • 专题:

    航空航天科学与工程; 自动化技术

  • DOI:

    10.26914/c.cnkihy.2021.022918

  • 分类号:

    TP18;V279

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