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求解非凸优化问题的一类Broyden算法超线性收敛性分析
引用本文:陈忠.求解非凸优化问题的一类Broyden算法超线性收敛性分析[J].长江大学学报,2010,7(2):1-6.
作者姓名:陈忠
作者单位:长江大学信息与数学学院,湖北,荆州,434023
基金项目:NSF of China (10926168)
摘    要:提出了一类求解无约束优化问题的修正Broyden算法。当目标函数非凸时,在一般情况下它的二阶导数矩阵可能不正定,为有效地利用Broyden算法求解非凸优化问题,通过建立新的正割方程,设计了一类修正的Broyden算法.当假设目标函数二阶连续可微,目标函数的梯度和Hesse矩阵满足Lipschitz条件,线性搜索满足wolfe原则时,讨论了所设计算法的超线性收敛性。

关 键 词:Broyden算法  超线性收敛  非凸极小

Superlinear Convergence Analysis of Broyden Methods for Solving Nonconvex Optimization Problems
CHEN Zhong.Superlinear Convergence Analysis of Broyden Methods for Solving Nonconvex Optimization Problems[J].Journal of Yangtze University,2010,7(2):1-6.
Authors:CHEN Zhong
Institution:CHEN Zhong (Yangtze University,Jingzhou 434023)
Abstract:In this paper,a class of modified Broyden methods were proposed for solving unconstrained optimization problems.When the Hessian matrix of objective function was generally not positive definite when the objective function was nonconvex,it would be reasonable to expect that a proper modification of the Broyden methods was effective for nonconvex problems.Based on this view,a new secant equation for the methods is given,and a calss of modified Broyden methods are presented.Furthermore,if objective is twice co...
Keywords:Broyden method  superlinear convergence  noncon-vex minimization  
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