Multiobjective evolutionary algorithms for solving constrained optimization problems

被引:0
作者
Sarker, Ruhul [1 ]
Ray, Tapabrata [2 ]
机构
[1] Univ New South Wales, Australian Def Force Acad, Sch Informat Technol & Elect Engn, Canberra, ACT 2600, Australia
[2] Univ New South Wales, Australian Def Force Acad, Sch Aerosp Civil & Mech Engn, Canberra, ACT 2600, Australia
来源
INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE FOR MODELLING, CONTROL & AUTOMATION JOINTLY WITH INTERNATIONAL CONFERENCE ON INTELLIGENT AGENTS, WEB TECHNOLOGIES & INTERNET COMMERCE, VOL 2, PROCEEDINGS | 2006年
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we compare two multi-objective evolutionary algorithms by solving bi-objective linear and nonlinear constrained optimization problems. The problems considered are three instances of a realistic crop planning problem. The multiobjective algorithms compared are a well-known multi-objective evolutionary algorithm NSGAII and our own algorithm MCA. We discuss the solutions obtained and analyse the sensitivity of variables for multiobjective solutions. From our analysis, it can be concluded that there is still room for improvement in the performance of the evolutionary optimization algorithms for some of these optimization problems.
引用
收藏
页码:197 / +
页数:2
相关论文
共 19 条
[1]   A niched Pareto genetic algorithm for multiobjective environmental/economic dispatch [J].
Abido, MA .
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2003, 25 (02) :97-105
[2]  
[Anonymous], 2000, PARALLEL PROBLEM SOL, DOI DOI 10.1007/3-540-45356-3_
[3]  
Carvalho J. R. H., 1999, Proceedings of the 1999 American Control Conference (Cat. No. 99CH36251), P900, DOI 10.1109/ACC.1999.783170
[4]  
Coello C. A. C., 1999, Knowledge and Information Systems, V1, P269
[5]   A fast and elitist multiobjective genetic algorithm: NSGA-II [J].
Deb, K ;
Pratap, A ;
Agarwal, S ;
Meyarivan, T .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (02) :182-197
[6]   Genetic algorithms for optimisation of chemical kinetics reaction mechanisms [J].
Elliott, L ;
Ingham, DB ;
Kyne, AG ;
Mera, NS ;
Pourkashanian, M ;
Wilson, CW .
PROGRESS IN ENERGY AND COMBUSTION SCIENCE, 2004, 30 (03) :297-328
[7]  
GASIMOV RN, 2005, IN PRESS APPL MATH M
[8]  
King RTFA, 2003, IEEE C EVOL COMPUTAT, P1108
[9]   Optimal crop planning model for an existing groundwater irrigation project in Thailand [J].
Mainuddin, M ;
DasGupta, A ;
Onta, PR .
AGRICULTURAL WATER MANAGEMENT, 1997, 33 (01) :43-62
[10]   Multiobjective programming methods in the reserve selection problem [J].
Memtsas, DP .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2003, 150 (03) :640-652