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一种Armijo搜索下的谱共轭梯度法

A Spectral Conjugate Gradient Method Under Armijo Search
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摘要 基于文献[6]中的βb k的构造方法,提出了一种新的谱共轭梯度法,证明了该方法不依赖于任何线搜索具有充分下降性,在Armijo线搜索下证明了算法具有全局收敛性。数值试验结果表明:在Armijo线搜索下,该方法明显优于SFRA、SPRPA算法。 Based on the construction method of literature [ 6 ], this paper proposes a new spectrum conjugate gradi- ent method, which shows that the method is not dependent on any line search and has enough drop characteristic. The algorithm is proved to have global convergence under Armijo line search. Numerical test results show that:, this method under Armijo line search is superior to SFRA, SPRPA algorithm.
作者 姜彬 王希云
出处 《太原科技大学学报》 2013年第6期464-467,共4页 Journal of Taiyuan University of Science and Technology
关键词 无约束优化 谱共轭梯度法 ARMIJO搜索 全局收敛性 unconstrained optimization, spectral conjugate gradient method, Armijo search, global convergence
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参考文献6

  • 1BARZILAI J M. Two point step size gradient methods [ J]. IMA Journal on Numerical Analysis, 1988,8:141-148.
  • 2BIRGIN E G, MARTINEZ J M. A spectral conjugate gradient method for unconstrained Optimization[ J ]. Applied Mathematics and Optimization,2001,43 : 117-128.
  • 3BIRGIN E G, MARTINEZ J M. A box-constrained optimization algorithm with negative curvature directions and spectral projec- ted gradients [ J ]. Computing suppl,2001,15 :49-60.
  • 4NECULAI, ANDREI. A Dai. Yuan conditions for unconstrained optimization [ J ]. Applied Mathematics letters, 2008,21 : 165-171.
  • 5GRIPPOL, LAMPARIELL OF, LUCIDI S. A nonmonotone line search technique for Newton method [ J ]. SIAM Journal numerical analysis, 1986,12 ( 3 ) : 707 -716.
  • 6朱花,王希云.一种无约束优化问题的谱共轭梯度法[J].太原科技大学学报,2010,31(3):245-249. 被引量:4

二级参考文献5

  • 1BARZILAI J M. Two point step size gradient methods[ J]. IMA Journal on Numerical Analysis, 1988 ,8 :141-148.
  • 2BIRGIN E G, MARTINEZ J M. A spectral conjugate gradient method for unconstrained optimization [ J]. Applied Mathematics and Optimization,2001,43 : 117-128.
  • 3BIRGIN E G, MARTINEZ J M. A box-constrained optimization algorithm with negative curvature directions and spectral projected gradients [ J ]. Computing Suppl,2001,15 :49-60.
  • 4NECULAI, ANDREI. A Dai-Yuan conditions for unconstrained optimization[ J ]. Applied Mathematics letters ,2008,21:165-171.
  • 5GRIPPO L, LAMPARIELLO F, LUCIDI S. A nonmonotone line search technique for Newton's method[ J ]. SIAM Journal on Numerical Analysis, 1986,12 ( 3 ) : 707 -716.

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