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面向多威胁的无人机智能目标跟随策略设计
引用本文:祁晓明,魏瑞轩,周凯.面向多威胁的无人机智能目标跟随策略设计[J].北京航空航天大学学报,2016,42(4):780-788.
作者姓名:祁晓明  魏瑞轩  周凯
作者单位:空军工程大学航空航天工程学院,西安,710038;空军工程大学航空航天工程学院,西安,710038;空军工程大学航空航天工程学院,西安,710038
基金项目:国家自然科学基金(61573373);航空科学基金(20135896027)~~
摘    要:随着无人机(UAV)一体化作战的不断发展,无人机在搜索到运动目标之后,需要立即转入跟随模式,考虑到战场环境的复杂性,研究了在多个威胁源条件下无人机跟随运动目标的问题,为了保证无人机的安全性以及跟随目标的精确性,提出了一种基于决策树的无人机智能目标跟随策略。首先对威胁概率图(TPM)进行建模;然后采用几何图法及任务优先级生成不同的规则,建立相应的决策树,并设计了不同规则下无人机飞行航向及速度指令;最后通过仿真验证所提出的智能目标跟随策略的有效性。

关 键 词:威胁建模  无人机(UAV)  梯度下降  规则  决策树  目标跟随  智能导航
收稿时间:2015-05-11

Intelligent target following strategy design for UAV against multi-threats
QI Xiaoming,WEI Ruixuan,ZHOU Kai.Intelligent target following strategy design for UAV against multi-threats[J].Journal of Beijing University of Aeronautics and Astronautics,2016,42(4):780-788.
Authors:QI Xiaoming  WEI Ruixuan  ZHOU Kai
Institution:QI Xiaoming;WEI Ruixuan;ZHOU Kai;Aerospace Engineering College,Air Force Engineering University;
Abstract:With the development of integrative combat, the task will be converted into target following mode when unmanned aerial vehicle (UAV) finishes searching ground moving target. Complex combat environment is considered, and the problem of UAV following moving target in the condition of multi-threats source are studied. An intelligent target following strategy based on decision trees is proposed in order to ensure the security of UAV and the precision of target following. Firstly, threat probability map (TPM) model was established. Secondly, the problem how to solve the minimum of TPM was researched. Then, the different rules were generated on the basis of the different priorities for object tasks by geometric method; the complete decision trees were established; the heading and speed commands of UAV were generated for different rules. Finally, simulation results demonstrate the validity of the proposed method.
Keywords:threat modeling  unmanned aerial vehicle (UAV)  gradient descent  rules  decision trees  target following  intelligent navigation
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