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Geometric Algorithm for Multiparametric Linear Programming.

Authors :
Borrelli, F.
Bemporad, A.
Morari, M.
Source :
Journal of Optimization Theory & Applications. Sep2003, Vol. 118 Issue 3, p515-540. 26p. 2 Charts, 12 Graphs.
Publication Year :
2003

Abstract

We propose a novel algorithm for solving multiparametric linear programming problems. Rather than visiting different bases of the associated LP tableau, we follow a geometric approach based on the direct exploration of the parameter space. The resulting algorithm has computational advantages, namely the simplicity of its implementation in a recursive form and an efficient handling of primal and dual degeneracy. Illustrative examples describe the approach throughout the paper. The algorithm is used to solve finite-time constrained optimal control problems for discrete-time linear dynamical systems. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00223239
Volume :
118
Issue :
3
Database :
Academic Search Index
Journal :
Journal of Optimization Theory & Applications
Publication Type :
Academic Journal
Accession number :
11638193
Full Text :
https://doi.org/10.1023/B:JOTA.0000004869.66331.5c