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A modified Polak–Ribi‘ere–Polyak descent method for unconstrained optimization

Authors :
Yue Xiao
Aiping Qu
Min Li
Juan Liu
Source :
Optimization Methods and Software. 29:177-188
Publication Year :
2013
Publisher :
Informa UK Limited, 2013.

Abstract

In this paper, a modified Polak–Ribi‘ere–Polyak MPRP conjugate gradient method for smooth unconstrained optimization is proposed. This method produces at each iteration a descent direction, and this property is independent of the line search adopted. Under standard assumptions, we prove that the MPRP method using strong Wolfe conditions is globally convergent. The results of computational experiments are reported and show the effectiveness of the proposed method.

Details

ISSN :
10294937 and 10556788
Volume :
29
Database :
OpenAIRE
Journal :
Optimization Methods and Software
Accession number :
edsair.doi...........f129ff8d2b3a7740df6d190269ce225b