Process identification for second-order plus dead time model using pulse input

Dongryul Jang, Young Han Kim, K. Hwang
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引用次数: 2

Abstract

A new method of process identification for a second-order plus dead time model is proposed and tested with two example systems. In the activation of the example processes for the identification, a rectangular pulse input is applied to open loop systems. The estimation of model parameters is conducted by minimizing sum of modeling errors with the least squares method. The estimation performance is examined by comparing the pulse responses from the example system and the estimated model. The performance comparison of the proposed method and two existing techniques indicates that satisfactory parameter estimation is available from the proposed procedure. In addition, the role of sampling time and the aspect ratio of input pulse is examined and the noise robustness of the estimation in noisy process is investigated.
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脉冲输入二阶加死区模型的过程辨识
提出了一种二阶加死区模型的过程辨识新方法,并用两个实例系统进行了验证。在用于识别的示例过程的激活中,将矩形脉冲输入应用于开环系统。模型参数的估计采用最小二乘法对建模误差和进行最小化。通过比较实例系统和估计模型的脉冲响应来检验估计的性能。将所提方法与现有两种方法进行性能比较,结果表明所提方法能获得满意的参数估计。此外,还研究了采样时间和输入脉冲宽高比的作用,并研究了噪声过程中估计的噪声鲁棒性。
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