Multicriteria optimization based on neural network approximation of decision maker's utility function

被引:1
作者
Karpenko A.P. [1 ]
Mukhlisullina D.T. [1 ]
Ovchinnikov V.A. [2 ]
机构
[1] Bauman Moscow State Technical University, Moscow
[2] LLC Laduga, Moscow
来源
Optical Memory and Neural Networks (Information Optics) | 2010年 / 19卷 / 03期
关键词
approximation; combustion engine; direct adaptive method; multicriteria optimization; neural network;
D O I
10.3103/S1060992X10030045
中图分类号
学科分类号
摘要
A direct adaptive method of multicriteria optimization based on neural network approximation of a decision maker's utility function is introduced. Efficiency of method is analyzed via two- and three- criterion test problems solving. Efficiency testing results are shown. The method implementation as an optimization module for PRADIS (Program for Analysis of Dynamic Systems) is described. Practical application of the method for solving two-criterion optimization problem of combustion engine mechanical subsystem is carried out. © 2010 Allerton Press, Inc.
引用
收藏
页码:227 / 236
页数:9
相关论文
共 14 条
  • [1] Hwang C., Masud A., Multiple Objective Decision Making, Methods and Applications. A State of the Art Survey, (1979)
  • [2] Miettinen K., Nonlinear Multiobjective Optimization, (1999)
  • [3] Geoffrion A.M., Dyer J.S., Feinberg A., An Interactive Approach for Multi-Criterion Optimization with an Application to the Operation of an Academic Department, Manag. Sci., 19, 4, pp. 357-368, (1972)
  • [4] Geoffrion A.M., Hogan W., Coordination of Two-Level Organizations with Multiple Objectives, Techniques of Optimization, pp. 455-466, (1972)
  • [5] Dyer J.S., Interactive Goal Programming, Manag. Sci., 19, 1, pp. 62-70, (1972)
  • [6] Dyer J.S., An Empirical Investigation of a Man-Machine Criteria Decision Making, pp. 202-216, (1973)
  • [7] Zionts S., Wallenius J., An Interactive Programming Method for Solving the Multiple Criteria Problem, Management Science, 22, pp. 652-663, (1976)
  • [8] Lotov A., Bushenkov V., Kamenev G., Feasible Goals Method: Search for Smart Decisions, (2001)
  • [9] Censor Y., Pareto Optimality in Multiobjective Problems, Applied Mathematics and Optimization, 4, 1, pp. 41-59, (1977)
  • [10] Larichev O.I., Teoriya I Metody Prinyatiya Resheniy, (2006)