New Challenges for Memetic Algorithms on Continuous Multi-objective Problems

被引:0
|
作者
Lara, Adriana [1 ]
Schuetze, Oliver [1 ]
Coello Coello, Carlos A. [1 ]
机构
[1] CINVESTAV, IPN, Dept Comp Sci, Mexico City, DF, Mexico
来源
GECCO-2010 COMPANION PUBLICATION: PROCEEDINGS OF THE 12TH ANNUAL GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE | 2010年
关键词
Multi-objective Search Directions; Memetic Algorithms; PARETO FRONT APPROXIMATIONS; LOCAL SEARCH;
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
This work presents the main aspects to tackle when designing memetic algorithms using gradient-based local searchers. We address the main drawbacks and advantages of this coupling, when focusing on the efficiency of the local search stage. We conclude with some guidelines and draw further research paths in these topics.
引用
收藏
页码:1967 / 1970
页数:4
相关论文
共 50 条
  • [41] Comparison of Scalarization Functions within a Local Surrogate Assisted Multi-objective Memetic Algorithm Framework for Expensive Problems
    Palar, Pramudita Satria
    Tsuchiya, Takeshi
    Parks, Geoff
    2015 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2015, : 862 - 869
  • [42] MEMETIC APPROACH FOR MULTI-OBJECTIVE OVERTIME PLANNING IN SOFTWARE ENGINEERING PROJECTS
    Mojeed, Hammed A.
    Bajeh, Amos O.
    Balogun, Abdullateef O.
    Adeleke, Hammid O.
    JOURNAL OF ENGINEERING SCIENCE AND TECHNOLOGY, 2019, 14 (06): : 3213 - 3233
  • [43] Memetic Algorithms Beat Evolutionary Algorithms on the Class of Hurdle Problems
    Phan Trung Hai Nguyen
    Sudholt, Dirk
    GECCO'18: PROCEEDINGS OF THE 2018 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, 2018, : 1071 - 1078
  • [44] Using the Memetic Algorithm for Multi Objective Job Shop Scheduling Problems
    Zhang, Guohui
    ADVANCES IN PRODUCT DEVELOPMENT AND RELIABILITY III, 2012, 544 : 245 - 250
  • [45] MOEA/D-SQA: a multi-objective memetic algorithm based on decomposition
    Tan, Yan-Yan
    Jiao, Yong-Chang
    Li, Hong
    Wang, Xin-Kuan
    ENGINEERING OPTIMIZATION, 2012, 44 (09) : 1095 - 1115
  • [46] A Hybrid Memetic Approach for Fully Automated Multi-Objective Web Service Composition
    da Silva, Alexandre Sawczuk
    Ma, Hui
    Mei, Yi
    Zhang, Mengjie
    2018 IEEE INTERNATIONAL CONFERENCE ON WEB SERVICES (IEEE ICWS 2018), 2018, : 26 - 33
  • [47] A Memetic Evolutionary Multi-Objective Optimization Method for Environmental Power Unit Commitment
    Li, Yan-Fu
    Pedroni, Nicola
    Zio, Enrico
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2013, 28 (03) : 2660 - 2669
  • [48] A comparative study of local search within a surrogate-assisted multi-objective memetic algorithm framework for expensive problems
    Palar, Pramudita Satria
    Tsuchiya, Takeshi
    Parks, Geoffrey Thomas
    APPLIED SOFT COMPUTING, 2016, 43 : 1 - 19
  • [50] Divide-and-conquer memetic algorithm for online multi-objective test paper generation
    Minh Luan Nguyen
    Siu Cheung Hui
    Alvis C. M. Fong
    Memetic Computing, 2012, 4 : 33 - 47