A homotopy method for nonlinear semidefinite programming

A homotopy method for nonlinear semidefinite programming

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Article ID: iaor20133982
Volume: 56
Issue: 1
Start Page Number: 81
End Page Number: 96
Publication Date: Sep 2013
Journal: Computational Optimization and Applications
Authors: ,
Keywords: control
Abstract:

In this paper, for solving the nonlinear semidefinite programming problem, a homotopy is constructed by using the parameterized matrix inequality constraint. Existence of a smooth path determined by the homotopy equation, which starts from almost everywhere and converges to a Karush–Kuhn–Tucker point, is proven under mild conditions. A predictor‐corrector algorithm is given for numerically tracing the smooth path. Numerical tests with nonlinear semidefinite programming formulations of several control design problems with the data contained in COMPl e ib are done. Numerical results show that the proposed algorithm is feasible and applicable.

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