A Fault Tolerant adaptive control for robot manipulators

G. Muscio, F. Pierri
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引用次数: 5

Abstract

A Fault Tolerant adaptive control for a robotic manipulator with fault affecting the joint actuators is presented. First, in order to achieve a proper detection and isolation of the fault, an observer based scheme for fault diagnosis is developed. Then, an inverse dynamics robust controller is reconfigured in such a way to include an adaptive term, depending on the isolated fault. The model uncertainties are explicitly taken into account and estimated via an off-line-trained Support Vector Machine. Finally, simulation results are presented in order to prove the effectiveness of the approach.
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机器人操作臂的容错自适应控制
针对关节执行机构存在故障的机器人,提出了一种容错自适应控制方法。首先,为了实现对故障的正确检测和隔离,提出了一种基于观测器的故障诊断方案。然后,根据隔离的故障,以这种方式重新配置逆动态鲁棒控制器,使其包含自适应项。通过离线训练的支持向量机明确地考虑和估计模型的不确定性。最后给出了仿真结果,验证了该方法的有效性。
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