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Experimental validation of robust predictive controller

机译:鲁棒预测控制器的实验验证

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In this work, design and experimental validation of an Extended State Observer (ESO) based robust predictive controller for flexible joint system is presented. An output tracking predictive controller is designed for control of flexible joint system. However, the controller requires accurate mathematical model as well as output derivatives to be available for its implementation. In this work, the issues are addressed by estimating the plant uncertainty and output derivatives by using an ESO. The ESO estimates the output derivatives and modeling uncertainty simultaneously and the estimates are used in the predictive controller designed for nominal system. Closed loop stability of the overall system is established. Numerical simulation results of the proposed approach as applied to the flexible joint system are presented and it is shown that the ESO based predictive controller offers improved performance. Finally, the efficacy of the proposed design is validated through experiments carried on Quanser's flexible joint module. The results show that the ESO based design offers superior performance in presence of significant plant uncertainty.
机译:在这项工作中,提出了基于扩展状态观察器(ESO)的柔性关节系统鲁棒预测控制器的设计和实验验证。设计了一种输出跟踪预测控制器,用于控制柔性关节系统。但是,控制器需要精确的数学模型以及输出导数才能用于其实现。在这项工作中,通过使用ESO估计工厂不确定性和输出导数来解决这些问题。 ESO同时估计输出导数和建模不确定性,并将这些估计值用于为标称系统设计的预测控制器中。建立了整个系统的闭环稳定性。提出了该方法应用于柔性关节系统的数值仿真结果,结果表明基于ESO的预测控制器具有改进的性能。最后,通过在Quanser柔性接头模块上进行的实验验证了所提出设计的有效性。结果表明,基于ESO的设计在存在重大工厂不确定性的情况下提供了卓越的性能。

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