Relay feedback and wavelet based estimation of plant model parameters

S. Majhi, J. S. Sahmbi, D. Atherton
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引用次数: 12

Abstract

The paper presents a relay feedback and wavelet based method for the estimation of completely unknown processes for autotune purposes. From a single symmetrical relay feedback analysis a set of general expressions are presented for on-line process identification. Using these expressions the exact parameters of open loop stable and unstable first order plus time delay (FOPDT) and second order plus time delay (SOPDT) transfer function models may be obtained from simple measurements made on the limit cycle. However, noise in limit cycle output results in inaccurate estimate of the process model parameters. This paper proposes an effective mother wavelet for tracking the critical points of a noisy output signal. Further, using the wavelets based noise reduction it has been shown how accurate measurements can be made on the noisy limit cycle signal. Simulation studies illustrate the value of the proposed identification method.
基于继电反馈和小波的植物模型参数估计
提出了一种基于继电反馈和小波变换的完全未知过程估计方法。从单对称继电器反馈分析出发,提出了一套用于在线过程辨识的通用表达式。利用这些表达式,可以从极限环上的简单测量得到开环稳定和不稳定一阶加时滞(FOPDT)和二阶加时滞(SOPDT)传递函数模型的精确参数。然而,极限环输出中的噪声会导致过程模型参数的不准确估计。本文提出了一种有效的母小波跟踪噪声输出信号的临界点。此外,使用基于小波的降噪已经显示了如何精确测量可以对噪声极限环信号。仿真研究表明了该方法的有效性。
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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