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Parameter identification for improved performance of model-based control of hydraulic manipulators

机译:参数识别可提高液压机械手基于模型的控制的性能

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In addition to hydraulic manipulators’ complex and nonlinear dynamics, their dynamic behaviour typically also involve significant parameter uncertainties. This study aims to evaluate the performance of nonlinear model-based control of hydraulic manipulators, by comparing (i) a controller using model parameters acquired from manufacturer datasheets and computer-aided modeling tools, in relation to (ii) a controller exploiting parameter identification methods to estimate the model parameters from pressure transmitter and joint encoder data collected from the plant. Experimental results show that the proposed control scheme relying on the identified parameters results in significant improvement of Cartesian position tracking performance in free-space motion, in comparison to using the nominal parameters.
机译:除了液压操纵器的复杂和非线性动力学特性外,它们的动力学特性通常还涉及很大的参数不确定性。这项研究旨在通过比较(i)使用从制造商数据表和计算机辅助建模工具获取的模型参数的控制器,与(ii)利用参数识别方法的控制器进行比较,来评估液压机械臂基于非线性模型的控制的性能。根据从工厂收集的压力变送器和联合编码器数据估算模型参数。实验结果表明,与使用标称参数相比,所提出的基于识别参数的控制方案可以显着改善自由空间运动中的笛卡尔位置跟踪性能。

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