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Advanced Predictive Control Based on Multimodel Learning Techniques

Authors:Constantin Nicolae, University Politehnica of Bucharest, Romania
Dumitrache Ioan, University Politehnica of Bucharest, Romania
Topic:2.1 Control Design
Session:Control Design II
Keywords: predictive control, estimation, optimization

Abstract

In this paper a new algorithm for local estimation for approximating a function by means of local models is introduced. The instant or in-time estimation provides an attractive alternative for nonlinear identification, since it requires less structural decisions to be made by the user. It represents a hybrid between local and global modeling. This estimation procedure is combined with predictive algorithm with a modification cost function for efficient control. Simulation results are provided to show the results of the proposed approach.