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Experimental validation of robust predictive controller

机译:坚固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,提出了一种基于柔性联合系统的扩展状态观察者(ESO)的鲁棒预测控制器的设计和实验验证。输出跟踪预测控制器设计用于控制柔性联合系统。但是,控制器需要准确的数学模型以及输出衍生物,以便可用于其实现。在这项工作中,通过使用ESO来估算植物不确定性和输出衍生物来解决问题。 ESO估计输出导数和同时建模不确定性,并且在专为标称系统设计的预测控制器中使用估计。建立了整个系统的闭环稳定性。提出了应用于柔性联合系统的所提出方法的数值模拟结果,并显示了基于ESO的预测控制器提供了改进的性能。最后,通过在柔性联合模块上携带的实验进行验证所提出的设计的功效。结果表明,基于ESO的设计在存在显着的植物不确定性方面提供出色的性能。

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