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求解广义Lyapunov方程的非单调谱投影梯度法
引用本文:喻思婷,李春梅,段雪峰.求解广义Lyapunov方程的非单调谱投影梯度法[J].工程数学学报,2018,35(6):673-683.
作者姓名:喻思婷  李春梅  段雪峰
作者单位:桂林电子科技大学数学与计算科学学院, 桂林541004
基金项目:国家自然科学基金(11561015; 11761024);广西自然科学基金(2016GXNSFFA380009; 2016GXNSFAA380074; 2017GXNSFBA198082);广西密码学与信息安全重点实验室开放基金(GCIS201616).
摘    要:本文研究双线性控制系统中的一类广义Lyapunov方程的半正定解.基于凸函数的局部极小解就是全局极小解这一良好性质,首先将广义Lyapunov方程的半正定解问题等价转化为凸优化问题.利用非单调线搜索技术确定步长,构造了非单调谱投影梯度方法求解这一等价问题.最后用数值例子验证了新方法的可行性和有效性.

关 键 词:广义Lyapunov方程  半正定解  非单调线搜索  投影梯度方法  
收稿时间:2016-12-01

Nonmonotone Spectral Projection Gradient Method for Solving Generalized Lyapunov Equations
YU Si-ting,LI Chun-mei,DUAN Xue-feng.Nonmonotone Spectral Projection Gradient Method for Solving Generalized Lyapunov Equations[J].Chinese Journal of Engineering Mathematics,2018,35(6):673-683.
Authors:YU Si-ting  LI Chun-mei  DUAN Xue-feng
Affiliation:School of Mathematics and Computational Science, Guilin University of Electronic Technology, Guilin 541004
Abstract:In this paper, we consider the positive semidefinite solution to a class of generalized Lyapunov matrix equation, which arises in bilinear systems. Based on the good property that the local minimizer of a convex function is also the global minimizer, the positive semidefinite solution of the generalized Lyapunov equation is transformed into a convex optimization problem. By using the nonmonotone line search technique, we develop a nonmonotone spectral projected gradient method to solve this equivalent problem. Finally, numerical examples are presented to illustrate the feasibility and effectiveness of the new method.
Keywords:generalized Lyapunov equation  positive semidefinite solution  nonmonotone line search  projected gradient method  
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