Singly diagonally implicit Runge-Kutta methods combining line search techniques for unconstrained optimization

被引:0
作者
Luo, XL [1 ]
机构
[1] Beijing Univ Posts & Telecommun, Sch Informat Engn, Beijing 100876, Peoples R China
关键词
global convergence; superlinear convergence; Runge-Kutta method; unconstrained optimization;
D O I
暂无
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
There exists a strong connection between numerical methods for the integration of ordinary differential equations and optimization problems. In this paper, we try to discover further their links. And we transform unconstrained problems to the equivalent ordinary differential equations and construct the LRKOPT method to solve them by combining the second order singly diagonally implicit Runge-Kutta formulas and line search techniques. Moreover we analyze the global convergence and the local convergence of the LRKOPT method. Promising numerical results are also reported.
引用
收藏
页码:153 / 164
页数:12
相关论文
共 35 条
[1]   SIMPLICIAL AND CONTINUATION METHODS FOR APPROXIMATING FIXED-POINTS AND SOLUTIONS TO SYSTEMS OF EQUATIONS [J].
ALLGOWER, E ;
GEORG, K .
SIAM REVIEW, 1980, 22 (01) :28-85
[2]   CURVILINEAR OPTIMIZATION METHOD BASED UPON ITERATIVE ESTIMATION OF EIGEN-SYSTEM OF HESSIAN MATRIX [J].
BOTSARIS, CA .
JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 1978, 63 (02) :396-411
[3]   CLASS OF METHODS FOR UNCONSTRAINED MINIMIZATION BASED ON STABLE NUMERICAL-INTEGRATION TECHNIQUES [J].
BOTSARIS, CA .
JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 1978, 63 (03) :729-749
[4]   NEWTON-TYPE CURVILINEAR SEARCH METHOD FOR OPTIMIZATION [J].
BOTSARIS, CA ;
JACOBSON, DH .
JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 1976, 54 (01) :217-229
[5]   DIFFERENTIAL GRADIENT METHODS [J].
BOTSARIS, CA .
JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 1978, 63 (01) :177-198
[6]   SOME EFFECTIVE METHODS FOR UNCONSTRAINED OPTIMIZATION BASED ON THE SOLUTION OF SYSTEMS OF ORDINARY DIFFERENTIAL-EQUATIONS [J].
BROWN, AA ;
BARTHOLOMEWBIGGS, MC .
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 1989, 62 (02) :211-224
[7]   STABILITY-CRITERIA FOR IMPLICIT RUNGE-KUTTA METHODS [J].
BURRAGE, K ;
BUTCHER, JC .
SIAM JOURNAL ON NUMERICAL ANALYSIS, 1979, 16 (01) :46-57
[8]  
Butcher J. C., 1975, BIT (Nordisk Tidskrift for Informationsbehandling), V15, P358, DOI 10.1007/BF01931672
[9]  
Cichocki A., 1993, Neural Networks for Optimization and Signal Processing
[10]  
Coope ID, 2004, J COMPUT MATH, V22, P489