Long horizon input parameterisations to enlarge the region of attraction of MPC

Long horizon input parameterisations to enlarge the region of attraction of MPC

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Article ID: iaor201633
Volume: 37
Issue: 1
Start Page Number: 139
End Page Number: 153
Publication Date: Jan 2016
Journal: Optimal Control Applications and Methods
Authors: , , , ,
Keywords: optimization, programming: dynamic
Abstract:

In this paper, the efficacy of structured and unstructured parameterisations of the degree of freedom within a predictive control algorithm is investigated. While several earlier papers investigated the enlargement of the region of attraction using structured prediction dynamics, little consideration has been given to the potential of unstructured parameterisations to handle the trade‐off between the region of attraction, performance and computational burden. This paper demonstrates how unstructured dynamics can be both selected and used effectively and furthermore gives a comparison with structured methods.

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