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利用光滑型算法求解线性规划问题
引用本文:孙秀萍,郑丕谔.利用光滑型算法求解线性规划问题[J].天津大学学报(自然科学与工程技术版),2008,41(7):877-883.
作者姓名:孙秀萍  郑丕谔
作者单位:[1]天津大学理学院,天津300072 [2]天津大学管理学院,天津300072
摘    要:针对线性规划问题,给出了其原问题和对偶问题的最优性条件,并通过引入一个正则化的对称扰动的光滑函数,将其扩展成一个混合线性互补问题,并利用光滑型算法求解.该算法具有全局收敛的特性.对于有最优解的问题,算法能求得问题的一个严格互补解;对于不可行的问题,算法也能表明问题的不可行性.

关 键 词:线性规划  光滑型算法  全局收敛性  严格互补解

Smoothing Algorithms for Solving Linear Programs
SUN Xiu-ping,ZHENG Pi-e.Smoothing Algorithms for Solving Linear Programs[J].Journal of Tianjin University(Science and Technology),2008,41(7):877-883.
Authors:SUN Xiu-ping  ZHENG Pi-e
Institution:SUN Xiu-ping, ZHENG Pi-e(1. School of Sciences, Tianjin University, Tianjin 300072, 2. School of Management, Tianjin University, Tianjin 300072, China; China )
Abstract:To solve linear programs ( LP ), the optimality conditions of original problem and the dual problem were proposed. By introducing a smoothing function with a regularized symmetrical perturbation, the optimality conditions were reformulated as a mixed linear complementary problem, which is solved by using the proposed smoothing algorithm. The proposed algorithm is shown to be globally convergent if the LP has a optimal solution, then the proposed algorithm is able to find a strictly complementary solution; and if the LP is infeasible, then the algorithm will detect infeasibility of the LP.
Keywords:linear program  smoothing algorithm  global convergence  strictly complementary solution
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