Hierarchical recursive least squares algorithm for Hammerstein systems using the filtering method |
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Authors: | Ziyun Wang Yan Wang Zhicheng Ji |
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Institution: | 1. Key Laboratory of Advanced Process Control for Light Industry, Ministry of Education, Jiangnan University, Wuxi?, 214122, People’s Republic of China
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Abstract: | A hierarchical recursive least squares algorithm is presented in the paper to estimate the parameters of Hammerstein nonlinear systems by combining the filtering method and least squares search principle. The key is to decompose the Hammerstein system into two subsystems by adopting the hierarchical idea. Numerical examples are given to illustrate the performance of the proposed algorithm. |
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