Iterative identification algorithms for bilinear-in-parameter systems with autoregressive moving average noise

作者:Chen, Mengting; Ding, Feng*; Xu, Ling; Hayat, Tasawar; Alsaedi, Ahmed
来源:Journal of the Franklin Institute, 2017, 354(17): 7885-7898.
DOI:10.1016/j.jfranklin.2017.09.014

摘要

This paper considers the identification problems of a bilinear-in-parameter system with autoregressive moving average noise. The basic idea is to use the over-parameterization to transform a system into a linear regressive model, and to present a gradient based and a least squares based iterative algorithms for identifying the system parameters. The numerical simulation example is given to demonstrate the effectiveness of the proposed algorithms.