Application and Comparison of Nonlinear Estimation Strategies on a Magnetorheological Hysteretic Force Model

Andrew S. Lee, S. Gadsden
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Abstract

The main goal of estimation theory is to minimize state error estimation while maintaining robustness. While the Kalman filter produces the optimal estimate for known linear systems with Gaussian noise, most electromechanical systems such as magnetorheological dampers contain nonlinearities. Nonlinear strategies such as the extended Kalman filter and smooth variable structure filter can be used to estimate the force produced by a damper given its velocity and acceleration and applied current. This paper compares the extended Kalman filter and the smooth variable structure filter on a magnetorheological damper that is subject to harmonic excitation. The purpose of this study is to apply and compare estimation methods that may be used in conjunction with a reliable controller for applications on a magnetorheological damper.
磁流变滞回力模型非线性估计策略的应用与比较
估计理论的主要目标是在保持鲁棒性的同时最小化状态误差估计。虽然卡尔曼滤波对已知的具有高斯噪声的线性系统产生最优估计,但大多数机电系统(如磁流变阻尼器)都包含非线性。非线性策略,如扩展卡尔曼滤波器和光滑变结构滤波器可以用来估计由阻尼器产生的力给定其速度和加速度和施加电流。本文比较了受谐波激励的磁流变阻尼器上的扩展卡尔曼滤波器和光滑变结构滤波器。本研究的目的是应用和比较可能与可靠控制器一起用于磁流变阻尼器的估计方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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