KMS Of Academy of mathematics and systems sciences, CAS
An efficient hybrid conjugate gradient method for unconstrained optimization | |
Dai, YH; Yuan, Y | |
2001 | |
发表期刊 | ANNALS OF OPERATIONS RESEARCH |
ISSN | 0254-5330 |
卷号 | 103页码:33-47 |
摘要 | Recently, we propose a nonlinear conjugate gradient method, which produces a descent search direction at every iteration and converges globally provided that the cline search satisfies the weak Wolfe conditions. In this paper, we will study methods related to the new nonlinear conjugate gradient method. Specifically, if the size of the scalar A with respect to the one in the new method belongs to some interval, then the corresponding methods are proved to be globally, convergent; otherwise, we are able to construct a convex quadratic example showing that the methods need not converge. Numerical experiments are made for two combinations of the new method and the Hestenes-Stiefel conjugate gradient method. The initial results show that, one of the hybrid methods is especially efficient for the given test problems. |
关键词 | unconstrained optimization conjugate gradient method line search descent property global convergence |
语种 | 英语 |
WOS研究方向 | Operations Research & Management Science |
WOS类目 | Operations Research & Management Science |
WOS记录号 | WOS:000173045500003 |
出版者 | KLUWER ACADEMIC PUBL |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.amss.ac.cn/handle/2S8OKBNM/16711 |
专题 | 计算数学与科学工程计算研究所 |
通讯作者 | Dai, YH |
作者单位 | Chinese Acad Sci, Acad Math & Syst Sci, Inst Computat Math & Sci Engn Comp, State Key Lab Sci & Engn Comp, Beijing 100080, Peoples R China |
推荐引用方式 GB/T 7714 | Dai, YH,Yuan, Y. An efficient hybrid conjugate gradient method for unconstrained optimization[J]. ANNALS OF OPERATIONS RESEARCH,2001,103:33-47. |
APA | Dai, YH,&Yuan, Y.(2001).An efficient hybrid conjugate gradient method for unconstrained optimization.ANNALS OF OPERATIONS RESEARCH,103,33-47. |
MLA | Dai, YH,et al."An efficient hybrid conjugate gradient method for unconstrained optimization".ANNALS OF OPERATIONS RESEARCH 103(2001):33-47. |
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