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线性约束严凸可分规划的对偶梯度法
引用本文:朱建青.线性约束严凸可分规划的对偶梯度法[J].测绘学院学报,1993(4).
作者姓名:朱建青
摘    要:在1]及2]中考虑了原目标函数是强凸的情形,本文考虑更一般的情形,即原目标函数是严凸的,给出了其求解的对偶梯度法;对偶问题可分解成n个一维问题,而一维问题的解可直接得到,从而得到原问题的解,并证明了算法的收敛性。

关 键 词:对偶梯度法  线性约束问题  强凸问题  严凸问题  可分问题

Dual Gradient Method for Linearly Constrained Strictly Convex Separable Mathematical Programming Problems
Zhu Jianqing.Dual Gradient Method for Linearly Constrained Strictly Convex Separable Mathematical Programming Problems[J].Journal of Institute of Surveying and Mapping,1993(4).
Authors:Zhu Jianqing
Institution:Zhu Jianqing
Abstract:The primal objective function is strongly convex in 1] and 2].In this paper, a new dual gradient method is given to solve linearly constrained, strictly convex, separable mathematical programming problems. The dual problem can be decomposed into one-dimensional problems whose solutions can be computed extremely easily.The primal optimal solution can be obtained from the dual optimal solution in a straight forword way. Convergence proofes is given.
Keywords:Duality gradient method  Linearly constrained problem  Strongly convex problem  Strictly convex problem  Separable problem
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