Book chapter
Iterative Identification of Hammerstein Systems
Block-oriented Nonlinear System Identification, pp.53-65
Lecture Notes in Control and Information Sciences, Springer London
2010
DOI: 10.1007/978-1-84996-513-2_5
Abstract
The iterative method was first proposed to estimate Hammerstein system in [9]. It is a very simple and efficient algorithm. In general, the convergence of iterative algorithm can be a problem [12]. It was recently shown that iterative algorithms with normalisation possess some global convergence properties in identification of Hammerstein system with smooth nonlinearity and finite impulse response (FIR) linear part [3, 4, 11]. The convergence for an infinite impulse response (IIR) system was however not solved. In this chapter, the results are extended to Hammerstein systems with an IIR linear part. The global convergence for an IIR system is established for the odd nonlinearities.
Details
- Title: Subtitle
- Iterative Identification of Hammerstein Systems
- Creators
- Yun Liu - University of IowaEr-Wei Bai - University of Iowa
- Resource Type
- Book chapter
- Publication Details
- Block-oriented Nonlinear System Identification, pp.53-65
- Publisher
- Springer London; London
- Series
- Lecture Notes in Control and Information Sciences
- DOI
- 10.1007/978-1-84996-513-2_5
- eISSN
- 1610-7411
- ISSN
- 0170-8643
- Language
- English
- Date published
- 2010
- Academic Unit
- Electrical and Computer Engineering
- Record Identifier
- 9984197199802771
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