Fault Tolerant Control of Quadrotor UAV Based on Support Vector Machine

Wang Jun, Yuyang Tian
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引用次数: 1

Abstract

Aiming at the problem of partial failure of Quadrotor uav actuator, a collaborative design method of optimizing PID parameters of controller, fault diagnosis and fault-tolerant control is proposed. Firstly, the off-line optimization of PID parameters of four-rotor uav controller is carried out by using ant colony algorithm. According to the severity of actuator fault, the fault is partitioned and the corresponding fault tolerant controller is designed. In the case of actuator failure, support vector machine (SVM) is used to diagnose the fault, and then the fault of the fault tolerant controller is compensated by online scheduling. Finally, the feasibility and effectiveness of the proposed method are verified on the matlab experimental platform.
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基于支持向量机的四旋翼无人机容错控制
针对四旋翼无人机执行器局部失效问题,提出了一种控制器PID参数优化、故障诊断和容错控制的协同设计方法。首先,采用蚁群算法对四旋翼无人机控制器的PID参数进行离线优化。根据执行器故障的严重程度,对故障进行了划分,并设计了相应的容错控制器。在执行器发生故障的情况下,采用支持向量机(SVM)进行故障诊断,然后通过在线调度对容错控制器进行故障补偿。最后,在matlab实验平台上验证了所提方法的可行性和有效性。
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