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Frequency domain identification of multi-input, multi-output systems considering physical relationships between measured variables

机译:考虑测量变量之间物理关系的多输入多输出系统的频域识别

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摘要

This paper presents a new frequency domain identification method for multi-input, multi-output (MIMO) systems. Based on experimentally determined frequency response function data, rational polynomial transfer function models of structural systems are identified. Known physical relationships between the measured variables are incorporated in this MIMO frequency domain identification method. The method has three stages: (1) an initial estimation model is generated using a linear least-squares method, (2) the Steiglitz-McBride method is applied to improve the initial estimation model, and (3) a maximum likelihood estimator is optimized using the Levenberg-Marquardt method. For verification of the method, two experimental studies are conducted using shaking table tests; one is the system identification of a smart base-isolated structure employing a magnetorheological (MR) damper, and the other is for an actively controlled two-story, bench-scale building employing an active mass driver. Using the developed method, system models of the experimental structures are estimated, and simulated time histories for the models are compared with measured responses. These comparisons demonstrate that the proposed method is quite effective and robust for system identification of MIMO systems. A graphic user interface program, named MFDID, has been developed to realize the suggested method.
机译:本文提出了一种新的用于多输入多输出(MIMO)系统的频域识别方法。根据实验确定的频率响应函数数据,确定结构系统的有理多项式传递函数模型。在该MIMO频域识别方法中结合了测量变量之间的已知物理关系。该方法分为三个阶段:(1)使用线性最小二乘法生成初始估计模型;(2)应用Steiglitz-McBride方法改进初始估计模型;(3)优化最大似然估计器使用Levenberg-Marquardt方法。为了验证该方法,使用振动台测试进行了两次实验研究;一种是采用磁流变(MR)阻尼器的智能基础隔离结构的系统识别,另一种是采用主动质量驱动器的主动控制两层,台式规模的建筑物。使用开发的方法,估计实验结构的系统模型,并将模型的模拟时间历史与测量的响应进行比较。这些比较表明,所提出的方法对于MIMO系统的系统识别是非常有效和鲁棒的。已经开发了一个名为MFDID的图形用户界面程序来实现建议的方法。

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