Chinese Journal of Chemical Engineering, Vol.22, No.7, 795-798, 2014
Identification of LPV Models with Non-uniformly Spaced Operating Points by Using Asymmetric Gaussian Weights
In this paper, asymmetric Gaussian weighting functions are introduced for the identification of linear parameter varying systems by utilizing an input-output multi-model structure. It is not required to select operating points with uniform spacing and more flexibility is achieved. To verify the effectiveness of the proposed approach, several weighting functions, including linear, Gaussian and asymmetric Gaussian weighting functions, are evaluated and compared. It is demonstrated through simulations with a continuous stirred tank reactor model that the proposed approach provides more satisfactory approximation. (C) 2014 Chemical Industry and Engineering Society of China, and Chemical Industry Press. All rights reserved.
Keywords:Identification;Multi-model linear parameter varying system;Asymmetric Gaussian weight;Continuous stirred tank reactor