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Computation and approximation of piecewise affine control via binary search tree

Tondel, Petter and Johansen, Tor Arne and Bemporad, Alberto Computation and approximation of piecewise affine control via binary search tree. In: Decision and Control Conference. IEEE, Las Vegas, Nevada USA, December 2002, pp. 3144-3149. ISBN 0-7803-7516-5 (2002)

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Abstract

We present an algorithm for generating a binary search tree that allows efficient computation of piecewise affine (PWA) functions defined on a polyhedral partition. This is useful for PWA control approaches, such as explicit model predictive control (MPC), as it allows the controller to be implemented on-line with small computational effort. The computation time is logarithmic in the number of regions in the PWA partition. A method for generating an approximate PWA function based on a binary search tree is also presented, giving further simplification of PWA control.

Item Type: Book Section
Identification Number: https://doi.org/10.1109/CDC.2002.1184353
Uncontrolled Keywords: approximate function; binary search trees; explicit model predictive control; piecewise affine control laws; polyhedral partition; computational complexity; functions; linear programming; linear systems; predictive control; tree searching
Subjects: Q Science > QA Mathematics
Q Science > QA Mathematics > QA75 Electronic computers. Computer science
T Technology > TJ Mechanical engineering and machinery
Research Area: Computer Science and Applications
Depositing User: Professor Alberto Bemporad
Date Deposited: 27 Jul 2011 09:08
Last Modified: 08 Aug 2011 08:13
URI: http://eprints.imtlucca.it/id/eprint/547

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