Batch scheme recursive parameter estimation of continuous-time systems using the modulating functions method

被引:32
作者
Co, TB
Ungarala, S
机构
[1] Department of Chemical Engineering, Michigan Technological University, Houghton
关键词
recursive parameter estimation; modulating functions method; Pearson-Lee method; discrete Fourier transform;
D O I
10.1016/S0005-1098(97)00020-4
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The modulating functions method is a very effective method for parameter estimation of continuous-time systems that are linear in their parameters. One efficient implementation developed by Pearson and Lee involves the use of trigonometric functions and fast computations offered by FPT techniques. In this paper, a recursive implementation of the method is developed for on-line parameter estimation of a continuous-time system by shifting a fixed window of time series data one step forward at each sampling instant. The resulting recursion algorithms are fast, and use the identities of discrete Fourier transforms along with some inherent commutative properties. A simulation example with a Van der Pol oscillator is included to investigate the performance of the proposed estimation method. (C) 1997 Elsevier Science Ltd.
引用
收藏
页码:1185 / 1191
页数:7
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