EFFICIENT HYBRID CONJUGATE-GRADIENT TECHNIQUES

被引:240
|
作者
TOUATIAHMED, D
STOREY, C
机构
[1] Department of Mathematics, Loughborough University of Technology, Loughborough, Leicestershire
关键词
Fletcher-Reeves method; hybrid conjugate-gradient algorithms; Polak-Ribière method; Static optimization;
D O I
10.1007/BF00939455
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
Descent property and global convergence proofs are given for a new hybrid conjugate gradient algorithm. Computational results for this algorithm are also given and compared with those of the Fletcher-Reeves method and the Polak-Ribière method, showing a considerable improvement over the latter two methods. We also give new criteria for restarting conjugate gradient algorithms that prove to be computationally very efficient. These criteria provide a descent property and global convergence for any conjugate gradient algorithm using a nonnegative update β. © 1990 Plenum Publishing Corporation.
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页码:379 / 397
页数:19
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