Parameter identification for Hammerstein nonlinear systems using the maximum likelihood principle and Levenberg-Marquardt optimization method
作者： Junhong Li , Weixing Zheng , Juping Gu , Liang Hua
DOI: 10.1109/CHICC.2016.7553369
关键词:
摘要: This paper studies the parameter estimation problems of Hammerstein output error autoregressive (OEAR) systems. A maximum likelihood Levenberg-Marquardt recursive (ML-LM-R) algorithm using varying interval input-output data is presented by principle and optimization method. The effectiveness verified a numerical example.
sci-hub.se 参考文章(22)
Biqiang Mu, Jin Guo, Le Yi Wang, George Yin, Lijian Xu, Wei Xing Zheng, Identification of linear continuous-time systems under irregular and random output sampling Automatica. ,vol. 60, pp. 100- 114 ,(2015) , 10.1016/J.AUTOMATICA.2015.07.009
Lennart Ljung, System Identification: Theory for the User ,(1987)
Indrajit Mukherjee, Srikanta Routroy, Comparing the performance of neural networks developed by using Levenberg-Marquardt and Quasi-Newton with the gradient descent algorithm for modelling a multiple response grinding process Expert Systems With Applications. ,vol. 39, pp. 2397- 2407 ,(2012) , 10.1016/J.ESWA.2011.08.087
Jiandong Wang, Wei Xing Zheng, Tongwen Chen, Identification of linear dynamic systems operating in a networked environment Automatica. ,vol. 45, pp. 2763- 2772 ,(2009) , 10.1016/J.AUTOMATICA.2009.09.021
Chongyang Liu, Modelling and parameter identification for a nonlinear time-delay system in microbial batch fermentation Applied Mathematical Modelling. ,vol. 37, pp. 6899- 6908 ,(2013) , 10.1016/J.APM.2013.02.021
Harigopal Raghavan, Arun K. Tangirala, R. Bhushan Gopaluni, Sirish L. Shah, Identification of chemical processes with irregular output sampling Control Engineering Practice. ,vol. 14, pp. 467- 480 ,(2006) , 10.1016/J.CONENGPRAC.2005.01.015
J. Wang, A. Sano, D. Shook, T. Chen, B. Huang, A blind approach to closed-loop identification of Hammerstein systems International Journal of Control. ,vol. 80, pp. 302- 313 ,(2007) , 10.1080/00207170601026505
Er-Wei Bai, Kang Li, Brief paper: Convergence of the iterative algorithm for a general Hammerstein system identification Automatica. ,vol. 46, pp. 1891- 1896 ,(2010) , 10.1016/J.AUTOMATICA.2010.07.007
Adrian Wills, Thomas B. Schön, Lennart Ljung, Brett Ninness, Identification of Hammerstein-Wiener models Automatica. ,vol. 49, pp. 70- 81 ,(2013) , 10.1016/J.AUTOMATICA.2012.09.018
Alireza Alfi, Hamidreza Modares, System Identification and Control using Adaptive Particle Swarm Optimization Applied Mathematical Modelling. ,vol. 35, pp. 1210- 1221 ,(2011) , 10.1016/J.APM.2010.08.008