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Approximation-Exact Penalty Function Method for Solving a Class of Stochastic Programming

Approximation-Exact Penalty Function Method for Solving a Class of Stochastic Programming
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摘要 We present an approximation-exact penalty function method for solving the single stage stochastic programming problem with continuous random variable. The original problem is transformed into a determinate nonlinear programming problem with a discrete random variable sequence, which is obtained by some discrete method. We construct an exact penalty function and obtain an unconstrained optimization. It avoids the difficulty in solution by the rapid growing of the number of constraints for discrete precision. Under lenient conditions, we prove the equivalence of the minimum solution of penalty function and the solution of the determinate programming, and prove that the solution sequences of the discrete problem converge to a solution to the original problem. We present an approximation-exact penalty function method for solving the single stage stochastic programming problem with continuous random variable. The original problem is transformed into a determinate nonlinear programming problem with a discrete random variable sequence, which is obtained by some discrete method. We construct an exact penalty function and obtain an unconstrained optimization. It avoids the difficulty in solution by the rapid growing of the number of constraints for discrete precision. Under lenient conditions, we prove the equivalence of the minimum solution of penalty function and the solution of the determinate programming, and prove that the solution sequences of the discrete problem converge to a solution to the original problem.
出处 《Wuhan University Journal of Natural Sciences》 CAS 2003年第04A期1051-1056,共6页 武汉大学学报(自然科学英文版)
基金 SupportedbytheNationalNaturalScienceFoundationofChina (70 371 0 32 ,60 2 740 4 8) ,theDoctoralFoundationinMinistryofEducationofChina (2 0 0 2 0 4 860 35)
关键词 single stage stochastic programming discrete method exact penalty function CONVERGENCE single stage stochastic programming discrete method exact penalty function convergence
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