Minimal ellipsoid circumscribing a polytope defined by a system of linear inequalities

Minimal ellipsoid circumscribing a polytope defined by a system of linear inequalities

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Article ID: iaor20061814
Country: Germany
Volume: 34
Issue: 1
Start Page Number: 1
End Page Number: 14
Publication Date: Jan 2006
Journal: Journal of Global Optimization
Authors: ,
Keywords: geometry
Abstract:

In this paper, we will propose algorithms for calculating a minimal ellipsoid circumscribing a polytope defined by a system of linear inequalities. If we know all vertices of the polytope and its cardinality is not very large, we can solve the problem in an efficient manner by a number of existent algorithms. However, when the polytope is defined by linear inequalities, these algorithms may not work since the cardinality of vertices may be huge. Based on a fact that vertices determining an ellipsoid are only a fraction of these vertices, we propose algorithms which iteratively calculate an ellipsoid which covers a subset of vertices. Numerical experiment shows that these algorithms perform well for polytopes of dimension up to seven.

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