A relaxed cutting plane method for semi-infinite semi-definite programming

A relaxed cutting plane method for semi-infinite semi-definite programming

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Article ID: iaor2007948
Country: Netherlands
Volume: 196
Issue: 2
Start Page Number: 459
End Page Number: 473
Publication Date: Nov 2006
Journal: Journal of Computational and Applied Mathematics
Authors: , , ,
Abstract:

In this paper, we develop two discretization algorithms with a cutting plane scheme for solving combined semi-infinite and semi-definite programming problems, i.e., a general algorithm when the parameter set is a compact set and a typical algorithm when the parameter set is a box set in the m-dimensional space. We prove that the accumulation point of the sequence points generated by the two algorithms is an optimal solution of the combined semi-infinite and semi-definite programming problem under suitable assumption conditions. Two examples are given to illustrate the effectiveness of the typical algorithm.

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