个人信息Personal Information
教授
博士生导师
硕士生导师
性别:男
毕业院校:大连理工大学
学位:博士
所在单位:数学科学学院
办公地点:数学科学学院312
联系方式:0411-84708351-8312
电子邮箱:xtxiao@dlut.edu.cn
Two differential equation systems for inequality constrained optimization
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论文类型:期刊论文
发表时间:2007-05-15
发表刊物:APPLIED MATHEMATICS AND COMPUTATION
收录刊物:SCIE、EI、Scopus
卷号:188
期号:2
页面范围:1334-1343
ISSN号:0096-3003
关键字:inequality-constrained optimization; constraint qualification; differential equation; asymptotical stability; equilibrium point
摘要:This paper presents two differential systems, involving first and second order derivatives of problem functions, respectively, for solving inequality constrained optimization problems. Local minimizers to the optimization problems are proved to be asymptotically stable equilibrium points of the two differential systems. First, the Euler discrete schemes with constant stepsizes for the two differential systems are presented and their convergence theorems are demonstrated. Second, an Euler discrete scheme of the second differential system with an Armijo line search rule, is proposed and proved to have the locally quadratic convergence rate. The numerical results based on solving the second system of differential equations show that the Runge-Kutta method for the second system has good stability and the Euler discrete scheme the Armijo line search rule has fast convergence. (c) 2006 Elsevier Inc. All rights reserved.