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求解结构型单调变分不等式的下降型LQP交替方向法

New Descend LQP Alternating Direction Method for Solving Variational Inequalities with Separable Structure

中文摘要英文摘要

本文针对结构型单调变分不等式问题的求解,提出了一种新的下降型LQP交替方向法.新方法由预测步和校正步构成,其中预测点由LQP交替方向法的迭代格式产生,利用预测点构造了一个新的下降方向,沿新的下降方向产生的点与前一个迭代点的凸组合设定为新的校正点.在算法的分析中给出了最优步长的选取方式,并在适当的假设条件下证明了算法的全局收敛性,最后数值实验表明该算法具有一定的优越性.

In this paper, we propose a new descend logarithmic-quadratic proximal (LQP) alternating direction method for solving monotone variational inequalities with a separable structure. The new method includes two steps: prediction step and correction step. The prediction point is generated by the iterative format of LQP alternating direction method. Using prediction point we construct a new descend direction. The correction point is obtained by a convex combination of the previous point and the one generated by a projection-type method along this descent direction. During the analysis of the algorithm, we present a way to select optimal step and under appropriate assumption we prove the global convergence of the algorithm. Finally, Some numerical results demonstrate that the new method is effective in practice.

刘金魁、龙林鹤

数学

变分不等式LQP交替方向法预测校正法下降方向全局收敛性

variational inequalitieslogarithmic-quadratic proximal alternating direction methodprediction-correction methoddescent directionglobal convergence

刘金魁,龙林鹤.求解结构型单调变分不等式的下降型LQP交替方向法[EB/OL].(2016-03-16)[2025-08-17].http://www.paper.edu.cn/releasepaper/content/201603-224.点此复制

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