A NEW TRUST REGION ALGORITHM FOR BOUND CONSTRAINED MINIMIZATION

被引:111
作者
FRIEDLANDER, A
MARTINEZ, JM
SANTOS, SA
机构
[1] Department of Applied Mathematics, IMECC-UNICAMP, University of Campinas, Campinas SP, 13081
关键词
BOUND CONSTRAINED MINIMIZATION; TRUST REGIONS; GLOBAL CONVERGENCE;
D O I
10.1007/BF01183013
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We introduce a new algorithm of trust-region type for minimizing a differentiable function of many variables with box constraints. At each step of the algorithm we use an approximation to the minimizer of a quadratic in a box. We introduce a new method for solving this subproblem, that has finite termination without dual nondegeneracy assumptions. We prove the global convergence of the main algorithm and a result concerning the identification of the active constraints in finite time. We describe an implementation of the method and we present numerical experiments showing the effect of solving the subproblem with different degrees of accuracy.
引用
收藏
页码:235 / 266
页数:32
相关论文
共 14 条
[1]   CORRECTION [J].
CONN, AR .
SIAM JOURNAL ON NUMERICAL ANALYSIS, 1989, 26 (03) :764-767
[2]  
CONN AR, 1988, MATH COMPUT, V50, P399, DOI 10.1090/S0025-5718-1988-0929544-3
[3]   GLOBAL CONVERGENCE OF A CLASS OF TRUST REGION ALGORITHMS FOR OPTIMIZATION WITH SIMPLE BOUNDS [J].
CONN, AR ;
GOULD, NIM ;
TOINT, PL .
SIAM JOURNAL ON NUMERICAL ANALYSIS, 1988, 25 (02) :433-460
[4]  
CONN AR, 1990, COMPREHENSIVE DESCRI
[5]  
CONN AR, 1988, SIAM J NUMER ANAL, V28, P545
[6]  
DEMOBS RS, 1987, WORKING PAPER SERI B, V71
[7]  
DENNIS JE, 1983, NUMERICAL METHODS UN
[8]  
Fletcher R., 1987, PRACTICAL METHODS OP
[9]  
FRIEDLANDER A, 1994, SIAM J OPTIMIZATION, V4
[10]  
GOLUB GH, 1989, MATRIX COMPUTATIONS