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Adaptive Control with a Fuzzy Tuner for Cable-based Rehabilitation Robot

机译:基于模糊调节器的电缆康复机器人自适应控制

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摘要

Since there are external uncertainties in the environment and the dynamic properties of human arm are time-varying during movement, it is difficult to achieve good tracking performance during robot-aided rehabilitation. The purpose of this study is to develop an adaptive controller with a fuzzy tuner for a cable-based rehabilitation robot. The fuzzy tuner can adjust the control parameters according to position error and the change of error, thus the time-varying control parameters can be optimized by this tuner. To verify the proposed controller, simulation and experiment studies using the cable-based rehabilitation robot are carried out. The rehabilitation robot is employed to complete two facilitation movements in the experiment. Results show that the adaptive controller can attain better control performance after tuning the control parameters.
机译:由于环境存在外部不确定性,并且人体手臂的动态特性在运动过程中会随时间变化,因此在机器人辅助的康复过程中很难获得良好的跟踪性能。这项研究的目的是为基于电缆的康复机器人开发具有模糊调谐器的自适应控制器。模糊调谐器可以根据位置误差和误差的变化来调节控制参数,从而可以通过该调谐器来优化时变控制参数。为了验证所提出的控制器,使用基于电缆的康复机器人进行了仿真和实验研究。康复机器人用于完成实验中的两个促进动作。结果表明,在调整控制参数后,自适应控制器可以获得更好的控制性能。

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