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用改进的信赖域方法求解二次插值模型

耿燕 周庆华 王熙照 许凤霞

计算机工程与应用2011,Vol.47Issue(35):28-31,4.
计算机工程与应用2011,Vol.47Issue(35):28-31,4.DOI:10.3778/j.issn.1002-8331.2011.35.008

用改进的信赖域方法求解二次插值模型

Improved trust region method for quadratic interpolation models

耿燕 1周庆华 1王熙照 1许凤霞1

作者信息

  • 1. 河北大学数学与计算机学院,河北保定071002
  • 折叠

摘要

Abstract

An improved method is used to solve unconstrained optimization problems, when the derivatives of the objective function can not be available or the calculation of the derivatives are too expensive.Generally speaking, the objective function is approximated to quadratic interpolation model which is solved in a traditional trust region.The traditional trust region method is improved in this paper, and formed two novel trust region subproblems.The innovation of the improved trust region algorithm is that it solving the quadratic interpolation model in one parameterized trust region and modifying the mod el in another parameterized region,which can save the calculation and improve the accuracy.The improved trust region method can quickly find a descent direction and a poised interpolation point in two improved trust regions,respectively.Experimen-tal results reveal that the improved method is more effective than the classic trust region method on the testing problems.

关键词

信赖域方法/二次插值模型/无约束最优化/无导数最优化

Key words

trust region method/quadratic interpolation model/unconstrained optimization/derivative free optimization

分类

数理科学

引用本文复制引用

耿燕,周庆华,王熙照,许凤霞..用改进的信赖域方法求解二次插值模型[J].计算机工程与应用,2011,47(35):28-31,4.

基金项目

国家自然科学基金(the National Natural Science Foundation of China under Grant No.60903088) (the National Natural Science Foundation of China under Grant No.60903088)

河北省自然科学基金(No.A2010000188,No.F2009000227) (No.A2010000188,No.F2009000227)

河北大学博士基金(No.2008136). (No.2008136)

计算机工程与应用

OACSCDCSTPCD

1002-8331

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