Enhancing Multi-objective Invasive Weed Optimization with Information Exchange in Intra- and Inter-Communities

被引:0
作者
Hu, Zhenzhou [1 ]
Cai, Xinye [1 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Dept Comp Sci & Technol, Nanjing, Jiangsu, Peoples R China
来源
2012 IEEE FIFTH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTATIONAL INTELLIGENCE (ICACI) | 2012年
关键词
ALGORITHM; COLONY;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Inspired from colonizing weeds, a simple but effective multi-objective optimization algorithm, named as Multi-objective Invasive Weed Optimization (IWO MO), has been proposed recently and proved to be superior to other state-of-the-art algorithms. In this paper, we propose the Intra- and Inter-operator, which exchanges information among the Intra-and Inter-Communities of weeds, to further improve the performance of the IWO MO. The proposed algorithm, named as IWO_MO2, is tested on various multi-objective benchmark test functions. Results suggest that the proposed IWO_MO2 is more effective on tackling multi-objective problems and the obtained Pareto approximative Front is very close to the true Pareto optimal Front.
引用
收藏
页码:360 / 364
页数:5
相关论文
共 20 条
[1]  
[Anonymous], 2001, P 5 C EVOLUTIONARY M
[2]  
[Anonymous], 2007, EVOLUTIONARY ALGORIT
[3]   Multiobjective GAs, quantitative indices, and pattern classification [J].
Bandyopadhyay, S ;
Pal, SK ;
Aruna, B .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2004, 34 (05) :2088-2099
[4]  
Carvalho AG, 2009, P 11 ANN C COMP GEN, P2697, DOI [10.1145/1570256.1570387, DOI 10.1145/1570256.1570387]
[5]  
Dadalipour B., 2008, 2008 Loughborough Antennas & Propagation Conference, P425, DOI 10.1109/LAPC.2008.4516957
[6]   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
[7]  
Deb K., 2010, MULTIOBJECTIVE OPTIM
[8]   Ant system: Optimization by a colony of cooperating agents [J].
Dorigo, M ;
Maniezzo, V ;
Colorni, A .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 1996, 26 (01) :29-41
[9]   A powerful and efficient algorithm for numerical function optimization: artificial bee colony (ABC) algorithm [J].
Karaboga, Dervis ;
Basturk, Bahriye .
JOURNAL OF GLOBAL OPTIMIZATION, 2007, 39 (03) :459-471
[10]  
Kennedy J, 1995, 1995 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS PROCEEDINGS, VOLS 1-6, P1942, DOI 10.1109/icnn.1995.488968