ON STABILITY IN MULTIOBJECTIVE PROGRAMMING - A STOCHASTIC APPROACH

被引:16
作者
VOGEL, S
机构
[1] Technische Hochschule Ilmenau, Ilmenau, O-6300
关键词
STABILITY; STOCHASTIC APPROACH; MULTIOBJECTIVE PROGRAMMING; STOCHASTIC PROGRAMMING; CHANCE CONSTRAINTS;
D O I
10.1007/BF01580896
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In this paper we assume that a deterministic multiobjective programming problem is approximated by surrogate problems based on estimations for the objective functions and the constraints. Making use of a large deviations approach, we investigate the behaviour of the constraint sets, the sets of efficient points and the solution sets if the size of the underlying sample tends to infinity. The results are illustrated by applying them to stochastic programming with chance constraints, where (i) the distribution function of the random variable is estimated by the empirical distribution function, (ii) certain parameters have to be estimated.
引用
收藏
页码:91 / 119
页数:29
相关论文
共 37 条
[1]  
Bank B., 1982, NONLINEAR PARAMETRIC
[2]  
CIBISOV DM, 1973, THEORY PROBABILITY I, V1
[3]   ASYMPTOTIC-BEHAVIOR OF STATISTICAL ESTIMATORS AND OF OPTIMAL-SOLUTIONS OF STOCHASTIC OPTIMIZATION PROBLEMS [J].
DUPACOVA, J ;
WETS, R .
ANNALS OF STATISTICS, 1988, 16 (04) :1517-1549
[4]   STABILITY IN STOCHASTIC-PROGRAMMING WITH RECOURSE-ESTIMATED PARAMETERS [J].
DUPACOVA, J .
MATHEMATICAL PROGRAMMING, 1984, 28 (01) :72-83
[5]  
Dupacova J., 1987, Optimization, V18, P507, DOI 10.1080/02331938708843266
[6]  
ELSTER KH, 1977, EINFUHRUNG NICHTLINE
[7]  
Fiacco A. V., 1983, INTRO SENSITIVITY ST
[8]  
Himmelberg C.J., 1975, FUND MATH, V87, P53
[10]  
KALL P, 1987, PARAMETRIC OPTIMIZAT, P387