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一种求解无约束优化问题的非单调信赖域算法
引用本文:高雷阜,于冬梅,张兴涛. 一种求解无约束优化问题的非单调信赖域算法[J]. 计算机工程与应用, 2014, 50(11): 66-69
作者姓名:高雷阜  于冬梅  张兴涛
作者单位:辽宁工程技术大学 理学院 系统科学研究所,辽宁 阜新 123000
基金项目:教育部高校博士学科点专项科研基金会资助项目(No.20102121110002).
摘    要:提出了非单调信赖域算法求解基于锥模型的无约束优化问题,该算法在求解信赖域子问题时充分利用了当前迭代点的一阶梯度信息。提出了一个新的信赖域半径的选取机制,并和经典的信赖域方法作比较分析。设定了一些条件,在这些假设条件下证明了算法是整体收敛的。数值实验结果表明,该算法对基于锥模型的无约束优化问题的求解是行之有效的,拓展了非单调信赖域算法的应用领域。

关 键 词:信赖域算法  非单调技术  无约束优化  锥模型  全局收敛  

Nonmonotonic trust region algorithm for solving unconstrained opti-mization problems
GAO Leifu,YU Dongmei,ZHANG Xingtao. Nonmonotonic trust region algorithm for solving unconstrained opti-mization problems[J]. Computer Engineering and Applications, 2014, 50(11): 66-69
Authors:GAO Leifu  YU Dongmei  ZHANG Xingtao
Affiliation:Institute of Mathematics and Systems Science, College of Science, Liaoning Technical University, Fuxin, Liaoning 123000, China
Abstract:This paper presents a nonmonotonic trust region algorithm for unconstrained optimization problems based on a cone model, this algorithm takes advantage of the current iteration point order gradient information in solving the trust region subproblem. A new trust region radius selection mechanism is proposed, and it is compared with the classical trust region methods. At the same time, this paper sets some conditions, the global convergence under the conditions of these assumptions is proved. Experimental results show that the algorithm is effective in solving unconstrained optimization problems based on a cone model, and it expands the trust region algorithm applications.
Keywords:trust region algorithms  nonmonotonic strategies  unconstrained optimization  cone model  global convergence
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