A homotopy interior point method for semi-infinite programming problems |
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Authors: | Guo-xin Liu |
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Institution: | (1) Institute of Computational Mathematics and Scientific/ Engineering Computing, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, P.O. Box 2719, Beijing, 100080, P. R. China;(2) School of Mathematics, Jilin University, Changchun, 130012, P. R. China |
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Abstract: | This paper presents a homotopy interior point method for solving a semi-infinite programming (SIP) problem. For algorithmic
purpose, based on bilevel strategy, first we illustrate appropriate necessary conditions for a solution in the framework of
standard nonlinear programming (NLP), which can be solved by homotopy method. Under suitable assumptions, we can prove that
the method determines a smooth interior path
from a given interior point
to a point w
*, at which the necessary conditions are satisfied. Numerical tracing this path gives a globally convergent algorithm for the
SIP. Lastly, several preliminary computational results illustrating the method are given. |
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Keywords: | Semi-infinite programming First-order necessary optimality condition Homotopy method Global convergence |
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