JOURNAL ARTICLE

Recursive identification for Wiener-Hammerstein systems using instrumental variable

Abstract

An identification method is discussed that deals with the Wiener-Hammerstein systems of general nonlinearity. By introducing a suitable instrumental variable a new algorithm is presented to recursively estimate the linear subsystems using stochastic approximation algorithm. The kernel nonparametric method is used to estimate the nonlinear function. The consistent analysis of the method is given under mild condition. A simulation example is provided justifying the proposed method.

Keywords:
Instrumental variable Kernel (algebra) Identification (biology) Nonlinear system Nonparametric statistics Variable (mathematics) Stochastic approximation Computer science Function (biology) Applied mathematics Mathematical optimization System identification Mathematics Algorithm Control theory (sociology) Data modeling Artificial intelligence Statistics Machine learning

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FWCI (Field Weighted Citation Impact)
15
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0.08
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Citation History

Topics

Control Systems and Identification
Physical Sciences →  Engineering →  Control and Systems Engineering
Structural Health Monitoring Techniques
Physical Sciences →  Engineering →  Civil and Structural Engineering
Advanced Adaptive Filtering Techniques
Physical Sciences →  Engineering →  Computational Mechanics

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