METHODS FOR OPTIMIZATION OF NONLINEAR PROBLEMS WITH DISCRETE VARIABLES - A REVIEW

被引:126
作者
ARORA, JS
HUANG, MW
HSIEH, CC
机构
[1] Optimal Design Laboratory, College of Engineering, The University of Iowa, Iowa City, 52242, IA
[2] GM Systems Engineering, Troy, 48020, MI
来源
STRUCTURAL OPTIMIZATION | 1994年 / 8卷 / 2-3期
关键词
D O I
10.1007/BF01743302
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The methods for discrete-integer-continuous variable nonlinear optimization are reviewed. They are classified into the following six categories: branch and bound, simulated annealing, sequential linearization, penalty functions, Lagrangian relaxation, and other methods. Basic ideas of each method are described and details of some of the algorithms are given. They are transcribed into a step-by-step format for easy implementation into a computer. Under ''other methods'', rounding-off, heuristic, cutting-plane, pure discrete, and genetic algorithms are described. For nonlinear problems, none of the methods are guaranteed to produce the global minimizer; however, ''good practical'' solutions can be obtained.
引用
收藏
页码:69 / 85
页数:17
相关论文
共 88 条
[1]  
Allufi-Pentini F., Parisi V., Zirilli F., A global optimization and stochastic differential equations, J. Optim. Theory and Appl., 47, pp. 1-16, (1985)
[2]  
Amir H.M., Hesagawa T., Nonlinear mixed-discrete structural optimization, J. Struct. Engng., ASCE, 115, pp. 626-646, (1989)
[3]  
Arora J.S., Introduction to optimal design, (1989)
[4]  
Arora J.S., Computational design optimization: a review and future directions, Struct. Safety, 7, pp. 131-148, (1990)
[5]  
Balas E., An additive algorithm for solving linear problems with zero–one variables, Operations Research, 13, pp. 1485-1525, (1965)
[6]  
Balas E., Discrete programming by the filter method, Operations Research, 5, pp. 915-958, (1991)
[7]  
Balling R.J., Optimal steel frame design by simulated annealing, J. Struct. Eng., 117, pp. 1780-1795, (1991)
[8]  
Bauer J., Algorithms of nondifferentiable optimization in discrete optimum structural design, ZAMM, 72, pp. 563-566, (1992)
[9]  
Bauer J., Gutkowski W., Iwanow Z., A discrete method for lattice structures optimization, Eng. Opt., 5, pp. 121-128, (1981)
[10]  
Beveridge G.S., Schechter R.S., Optimization: theory and practice, (1970)