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An Adaptive Three-Term Conjugate Gradient Method with Sufficient Descent Condition and Conjugacy Condition
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作者 Xiao-Liang Dong Zhi-Feng Dai +1 位作者 Reza Ghanbari Xiang-Li Li 《Journal of the Operations Research Society of China》 EI CSCD 2021年第2期411-425,共15页
In this paper,an adaptive three-term conjugate gradient method is proposed for solving unconstrained problems,which generates sufficient descent directions at each iteration.Different from the existent methods,a dynam... In this paper,an adaptive three-term conjugate gradient method is proposed for solving unconstrained problems,which generates sufficient descent directions at each iteration.Different from the existent methods,a dynamical adjustment between Hestenes–Stiefel and Dai–Liao conjugacy conditions in our proposed method is developed.Under mild condition,we show that the proposed method converges globally.Numerical experimentation with the new method indicates that it efficiently solves the test problems and therefore is promising. 展开更多
关键词 Three-term conjugate gradient method Sufficient descent condition conjugacy condition Global convergence
原文传递
New type of conjugate gradient algorithms for unconstrained optimization problems
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作者 Caiying Wu Guoqing Chen 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第6期1000-1007,共8页
Two new formulaes of the main parameter βk of the conjugate gradient method are presented, which respectively can be seen as the modifications of method HS and PRP. In comparison with classic conjugate gradient metho... Two new formulaes of the main parameter βk of the conjugate gradient method are presented, which respectively can be seen as the modifications of method HS and PRP. In comparison with classic conjugate gradient methods, the new methods take both available gradient and function value information. Furthermore, their modifications are proposed. These methods are shown to be global convergent under some assumptions. Numerical results are also reported. 展开更多
关键词 conjugate gradient unconstrained optimization global convergence conjugacy condition.
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