Journal
OPTIMIZATION
Volume 53, Issue 1, Pages 19-38Publisher
TAYLOR & FRANCIS LTD
DOI: 10.1080/02331930410001661190
Keywords
semi-infinite programming with variable index sets; penalty methods; parametric programming; discretization
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The article intends to give a unifying treatment of different approaches to solve generalized semi-infinite programs by transformation to simpler problems. In particular dual-, penalty-, discretization-, reduction-, and Karush-Kuhn-Tucker (KKT)-methods are applied to obtain equivalent problems or relaxations of a simpler structure. The relaxations are viewed as a perturbation P-tau of the original problem P, depending on a perturbation parameter tau > 0, and are analyzed by using parametric programming techniques. We give convergence results and results on the rate of convergence for the minimal values and the optimal solutions of P-tau when tau tends toward 0. We review earlier studies and present new ones.
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