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一个充分下降的杂交共轭梯度法

A Hydrid Conjugate Gradient Method with Sufficient Decent Property
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摘要 对无约束优化问题,基于文献[6]的WYL公式和文献[8]的MFR公式,给出了一个杂交共轭梯度法公式,并建立相应的算法.在不依赖于任何线搜索的条件下,算法的每一步迭代都可以产生一个充分下降方向,且在标准Wolfe线搜索之下可以证明此杂交共轭梯度法是全局收敛的。最后其数值测试结果表明所给的杂交方法是有效的. In this paper, Based on the WYL formula in [6] and the MFR formula in [8], a hydrid conjugate gradient method is proposed for unconstrained optimization. It can generates sufficient descent condition at each iteration without any line search , and converges globally for nonconvex minimization if the Wolfe line search is used. Some elementary numerical experiments are reported, which show that the proposed method is promising.
出处 《玉林师范学院学报》 2015年第5期25-33,共9页 Journal of Yulin Normal University
基金 广西自然科学基金项目(2013GXNSFFAA019009) 广西高校大学生创新创业计划项目(201410606034)
关键词 无约束优化 杂交共轭梯度法 充分下降 全局收敛 unconstrained optimization hydrid conjugate gradient method sufficient descent global convergence
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  • 1戴志锋,陈兰平.一种混合的HS-DY共轭梯度法[J].计算数学,2005,27(4):429-436. 被引量:33
  • 2FLETCHER R, REEVES C M. Function minimization by conjugate gradients [J]. Comput. J., 1964, 7: 149-154.
  • 3POLAK E, RIBIERE G. Note sur la convergence de methodes de directions conjuguees [J]. Rev. Franeaise Informat. Recherche Operationnelle, 1969, 16: 35-43.
  • 4POLYAK B T. The conjugate gradient method in extreme problems [J]. UUSR Comput. Math; and Math. Phys., 1969, 9: 94-112.
  • 5HESTENES M R, STIEFEL E. Methods of conjugate gradients for solving linear systems [J]. J. Research Nat. Bur. Standards, 1952, 49: 409-436.
  • 6FLETCHER R. Practial Methods of Optimization [M]. John Wiley & Sons, Ltd., Chichester, 1987.
  • 7DAI Yuhong, YUAN Yaxiang. Nonlinear Conjugate Gradient Methods [M]. Shanghai: Shanghai Science and Technology Publisher, 2000.
  • 8YUAN Yaxiang, SUN Wenyu. Optimization Theories and Methods [M]. Beijing: Science Press, 1997.
  • 9WEI Zengxin, LI Guoyin, QI Liqun. New quasi-Newton methods for unconstrained optimization problems [J]. Appl. Math. Comput., 2006, 175(2): 1156-1188.
  • 10HAGER W W, ZHANG Hongchao. A new conjugate gradient method with guaranteed descent and an efficient line search [J]. SIAM J. Optim., 2005, 16(1): 170-192.

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