A Three-Term Conjugate Gradient Method with Sufficient Descent Property for Unconstrained Optimization

نویسندگان

  • Yasushi Narushima
  • Hiroshi Yabe
  • John A. Ford
چکیده

Conjugate gradient methods are widely used for solving large-scale unconstrained optimization problems, because they do not need the storage of matrices. In this paper, we propose a general form of three-term conjugate gradient methods which always generate a sufficient descent direction. We give a sufficient condition for the global convergence of the proposed general method. Moreover, we present a specific three-term conjugate gradient method based on the multi-step quasi-Newton method. Finally, some numerical results of the proposed method are given. keyword; Unconstrained optimization, three-term conjugate gradient method, sufficient descent condition, global convergence

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عنوان ژورنال:
  • SIAM Journal on Optimization

دوره 21  شماره 

صفحات  -

تاریخ انتشار 2011