Notes on the Dai–Yuan–Yuan modified spectral gradient method
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摘要
In this paper, we give some notes on the two modified spectral gradient methods which were developed in [10]. These notes present the relationship between their stepsize formulae and some new secant equations in the quasi-Newton method. In particular, we also introduce another two new choices of stepsize. By using an efficient nonmonotone line search technique, we propose some new spectral gradient methods. Under some mild conditions, we show that these proposed methods are globally convergent. Numerical experiments on a large number of test problems from the CUTEr library are also reported, which show that the efficiency of these proposed methods.
论文关键词:65H10,90C26,Spectral gradient method,Quasi-Newton method,Secant equation,Nonmonotone line search,Global convergence
论文评审过程:Received 21 April 2009, Revised 8 April 2010, Available online 20 April 2010.
论文官网地址:https://doi.org/10.1016/j.cam.2010.04.012