Evolutionary multiobjective optimization using a cultural algorithm

被引：65

作者：

Coello, CAC ^{[1
]}

Becerra, RL ^{[1
]}

机构：

[1] IPN, CINVESTAV, Colutionary Computat Grp, Dept Ing Elect,Secc Computac, Mexico City 07300, DF, Mexico

来源：

PROCEEDINGS OF THE 2003 IEEE SWARM INTELLIGENCE SYMPOSIUM (SIS 03) | 2003年

关键词：

cultural algorithms; multiobjective optimization; evolutionary programming;

D O I：

10.1109/SIS.2003.1202240

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper, we present the first proposal to use a cultural algorithm to solve multiobjective optimization problems. Our proposal uses, evolutionary programming, Pareto ranking and elitism (i.e., an external population). The approach proposed is validated using several examples taken from the specialized literature. Our results are compared with respect to the NSCA-II, which is an algorithm representative of the state-of-the-art in evolutionary multiobjective optimization. The performance of our approach indicates that cultural algorithms are a viable alternative for multiobjective optimization.

引用

页码：6 / 13

页数：8

共 50 条

[11] An efficient solution strategy for bilevel multiobjective optimization problems using multiobjective evolutionary algorithm
Li, Hong
Zhang, Li
SOFT COMPUTING, 2021, 25 (13) : 8241 - 8261
[12] Multiobjective Evolutionary Algorithm Portfolio: Choosing Suitable Algorithm for Multiobjective Optimization Problem
Yuen, Shiu Yin
Zhang, Xin
2014 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2014, : 1967 - 1973
[13] A hierarchical evolutionary algorithm for multiobjective optimization in IMRT
Holdsworth, Clay
Kim, Minsun
Liao, Jay
Phillips, Mark H.
MEDICAL PHYSICS, 2010, 37 (09) : 4986 - 4997
[14] Wireless Sensor Nodes Redeployment using a Multiobjective Optimization Evolutionary Algorithm
Kuawattanaphan, Rungrote
Kumrai, Teerawat
Champrasert, Paskorn
2013 IEEE INTERNATIONAL CONFERENCE OF IEEE REGION 10 (TENCON), 2013,
[15] Software requirement optimization using a multiobjective swarm intelligence evolutionary algorithm
Chaves-Gonzalez, Jose M.
Perez-Toledano, Miguel A.
Navasa, Amparo
KNOWLEDGE-BASED SYSTEMS, 2015, 83 : 105 - 115
[16] Evolutionary Multiobjective Optimization Algorithm as a Markov System
Gajda, Ewa
Schaefer, Robert
Smolka, Maciej
PARALLEL PROBLEMS SOLVING FROM NATURE - PPSN XI, PT I, 2010, 6238 : 617 - +
[17] CYLINDRICAL CONSTRAINT EVOLUTIONARY ALGORITHM FOR MULTIOBJECTIVE OPTIMIZATION
Erfani, Tohid
Utyuzhnikov, Sergei V.
ECTA 2011/FCTA 2011: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON EVOLUTIONARY COMPUTATION THEORY AND APPLICATIONS AND INTERNATIONAL CONFERENCE ON FUZZY COMPUTATION THEORY AND APPLICATIONS, 2011, : 184 - 189
[18] Constrained optimization based on a multiobjective evolutionary algorithm
Angantyr, A
Andersson, J
Aidanpaa, JO
CEC: 2003 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-4, PROCEEDINGS, 2003, : 1560 - 1567
[19] An efficient evolutionary algorithm for multiobjective optimization problems
Chen, Wei-Mei
Lee, Wei-Ting
2007 IEEE PACIFIC RIM CONFERENCE ON COMMUNICATIONS, COMPUTERS AND SIGNAL PROCESSING, VOLS 1 AND 2, 2007, : 30 - 33
[20] Multiobjective optimization using coupled response surface model and evolutionary algorithm
Lian, YS
Liou, MS
AIAA JOURNAL, 2005, 43 (06) : 1316 - 1325

← 1 2 3 4 5 →