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扰动谱尺度BFGS算法及收敛性分析
引用本文:张峰.扰动谱尺度BFGS算法及收敛性分析[J].合肥学院学报(自然科学版),2013(4):7-12.
作者姓名:张峰
作者单位:安徽交通职业技术学院水运工程系,合肥230051
摘    要:在前人提出的扰动BFGS算法的基础上,结合谱尺度算法的思想,提出一种扰动谱尺度BFGS算法,建立算法的全局收敛性定理,本研究证明该扰动谱尺度BFGS算法在一定条件下采用单调Wolfe-Powell型线性搜索和非单调Wolfe-Powell型线性搜索均具有全局收敛性,同时还证明采用单调Wolfe-Powell型线性搜索具有2-线性收敛性.

关 键 词:BFGS算法  谱尺度  收敛性  线性搜索

Spectral Analysis of Fluctuation Scale BFGS Algorithm and Its Convergence
ZHANG Feng.Spectral Analysis of Fluctuation Scale BFGS Algorithm and Its Convergence[J].Journal of Hefei University :Natural Sciences,2013(4):7-12.
Authors:ZHANG Feng
Institution:ZHANG Feng( Department of Water Engineering, Anhui Communications Vocational and Technical College, Hefei 230051, China)
Abstract:The predecessors presented disturbance based on BFGS algorithm, combined with the spectral scaling algorithm, a perturbation spectrum scale BFGS algorithm is proposed, the global convergence theorem is established, a perturbation spectrum scale BFGS algorithm is proposed, this study proves that the algorithm using monotone Wolfe-Powell type line search and nonmonotone Wolfe-Powell type line search in certain conditions have global convergence; the paper also proves that the algorithm using monotone Wolfe-Powell type line search with R - linear convergence.
Keywords:BFGS algorithm  spectral scale  convergence  linear search
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