Intelligent fuzzy algorithm for nonlinear discrete-time systems

Author:

Chen Tim1,Chen CYJ23ORCID

Affiliation:

1. Faculty of Information Technology, Ho Chi Minh University, Vietnam

2. Department of Electronic and Automatic Engineering, Industrial Technology Research Institute, Hsinchu

3. Computing and Mathematical Sciences, University of California, Irvine, USA

Abstract

This paper is concerned with the stability analysis and the synthesis of model-based fuzzy controllers for a nonlinear large-scale system. In evolved fuzzy NN (neural network) modeling, the NN model and LDI (linear differential inclusion) representation are established for the arbitrary nonlinear dynamics. The evolved bat algorithm (EBA) is first incorporated in the controlled algorithm of stability conditions, which could rapidly find the optimal solution and raise the control performance. This representation is constructed by taking advantage of sector nonlinearity that converts the nonlinear model to a multiple rule base linear model. A new sufficient condition guaranteeing asymptotic stability is implemented via the Lyapunov function in terms of linear matrix inequalities. Subsequently, based on this criterion and the decentralized control scheme, an evolved model-based fuzzy H infinity set is synthesized to stabilize the nonlinear large-scale system. Finally, a numerical example and simulation is given to illustrate the results.

Publisher

SAGE Publications

Subject

Instrumentation

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