A nonlinear conjugate gradient method with a strong global convergence property

被引:962
作者
Dai, YH [1 ]
Yuan, Y [1 ]
机构
[1] Chinese Acad Sci, Inst Computat Math & Sci Engn Comp, State Key Lab Sci & Engn Comp, Beijing 100080, Peoples R China
关键词
unconstrained optimization; new conjugate gradient method; Wolfe conditions; global convergence;
D O I
10.1137/S1052623497318992
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Conjugate gradient methods are widely used for unconstrained optimization, especially large scale problems. The strong Wolfe conditions are usually used in the analyses and implementations of conjugate gradient methods. This paper presents a new version of the conjugate gradient method, which converges globally, provided the line search satisfies the standard Wolfe conditions. The conditions on the objective function are also weak, being similar to those required by the Zoutendijk condition.
引用
收藏
页码:177 / 182
页数:6
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