一种使用相关滤波器的线性系统辨识技术

W. Lichtenberger
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引用次数: 9

摘要

介绍了一种在线测量线性过程脉冲响应的方法。在过程自适应控制系统中,这种过程动力学识别是必要的。测试信号和相关滤波器采用了都灵的方法。这样的过程不需要乘法器,滤波器的输出是脉冲响应作为实时的连续函数。为了降低伴随的输出噪声,提出了将连续多次测试的结果进行相干叠加的方法。这个思想被应用于测量缓慢变化的脉冲响应集合中的一个成员。相关滤波器和所需测试信号的优化设计是在最小均方误差估计的基础上确定的。描述了测量中要包含的测试数的优化。一般结果适用于单个缓慢时变过程的情况。除优化设计外,还包括显示特定变异模式的最佳试验次数的归一化曲线。第二个应用是测量固定过程集合中的一个成员。文中给出了这种情况的数字计算机模拟结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A technique of linear system identification using correlating filters
A technique for measuring the impulse response of linear processes while they are on line is described. Such an identification of process dynamics is necessary in process-adaptive control systems. A testing signal and correlating filter are employed after the manner of Turin. Such a procedure requires no multiplier, and the output of the filter is the impulse response as a continuous function of real time. To reduce accompanying output noise, the method of adding coherently the results of a number of tests made in succession is proposed. This idea is applied to the measurement of a member of an ensemble of slowly varying impulse responses. Optimum design of both the correlating filter and the necessary test signal is determined on the basis of minimum mean-square error of the resulting estimate. The optimization of the number of tests to be included in a measurement is described. The general results are applied to the case of a single, slowly time-varying process. In addition to optimum design, normalized curves showing the optimum number of tests for a particular mode of variation are included. A second application is made to the problem of measuring a member of an ensemble of fixed processes. The results of a digital computer simulation of this case are given.
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