An Improved Multi-objective Evolutionary Memetic Algorithm based on Multi-population and Its Application

被引:0
作者
Xiao Zhongliang [1 ]
机构
[1] Loudi Vocat & Tech Coll, Changsha, Hunan, Peoples R China
来源
FOURTH INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING (ICDIP 2012) | 2012年 / 8334卷
关键词
evolutionary algorithm; multi-objective; multi-population; GENETIC ALGORITHM;
D O I
10.1117/12.954122
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we set up a mathematical model to solve the problem of airport ground services. In this model, we set objective function of cost and time, and the purpose is making it minimized. Base on the analysis of scheduling characteristic, we use the multi-population co-evolutionary Memetic algorithm (MAMC) which is with the elitist strategy to realize the model. From the result we can see that our algorithm is better than the genetic algorithm in this problem and we can see that our algorithm is convergence. So we can summarize that it can be a better optimization to airport ground services problem.
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收藏
页数:6
相关论文
共 9 条
[1]   Procedures for providing robust gate assignments for arriving aircrafts [J].
Bolat, A .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2000, 120 (01) :63-80
[2]  
Hartmann S, 1998, NAV RES LOG, V45, P733, DOI 10.1002/(SICI)1520-6750(199810)45:7<733::AID-NAV5>3.0.CO
[3]  
2-C
[4]   A multi-objective genetic local search algorithm and its application to flowshop scheduling [J].
Ishibuchi, H ;
Murata, T .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS, 1998, 28 (03) :392-403
[5]  
Moscato P., 1993, Annals of Operations Research, V41, P85, DOI 10.1007/BF02022564
[6]   Multi-objective genetic algorithm and its applications to flowshop scheduling [J].
Murata, T ;
Ishibuchi, H ;
Tanaka, H .
COMPUTERS & INDUSTRIAL ENGINEERING, 1996, 30 (04) :957-968
[7]   A sample path approach for solving the ground-holding policy problem in air traffic control [J].
Panayiotou, CG ;
Cassandras, CG .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2001, 9 (03) :510-523
[8]  
Wiegand, 2003, THESIS G MASON U
[9]  
ZHANG Jian-xin, 2009, INFORM CONTR, V6, P376