Evaluation of Novel Adaptive Evolutionary Programming on Four Constraint Handling Techniques

被引:18
|
作者
Mallipeddi, R. [1 ]
Suganthan, P. N. [1 ]
机构
[1] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 639798, Singapore
来源
2008 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-8 | 2008年
关键词
D O I
10.1109/CEC.2008.4631349
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents empirical studies carried out to evaluate the performance of different constraint handling methods on Constrained Real-Parameter Optimization using a novel adaptive Evolutionary Programming (EP). 25 runs have been conducted for each of the 13 test problems considered. Our experimental results show that no single Constraint Handling method can be the best for all problems Le, each Constraint Handling method is suitable only for a subset of problems. We also show that the novel adaptive EP proposed in this paper has improved performance over the Classical EP (CEP).
引用
收藏
页码:4045 / 4052
页数:8
相关论文
共 50 条
  • [22] Constraint Handling in Multiobjective Evolutionary Optimization
    Woldesenbet, Yonas Gebre
    Yen, Gary G.
    Tessema, Biruk G.
    IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2009, 13 (03) : 514 - 525
  • [23] Evolutionary boundary constraint handling scheme
    Gandomi, Amir Hossein
    Yang, Xin-She
    NEURAL COMPUTING & APPLICATIONS, 2012, 21 (06) : 1449 - 1462
  • [24] On the Efficacy of Ensemble of Constraint Handling Techniques in Self-Adaptive Differential Evolution
    Javed, Hassan
    Jan, Muhammad Asif
    Tairan, Nasser
    Mashwani, Wali Khan
    Khanum, Rashida Adeeb
    Sulaiman, Muhammad
    Khan, Hidayat Ullah
    Shah, Habib
    MATHEMATICS, 2019, 7 (07)
  • [25] An evolutionary algorithm for solving nonlinear bilevel programming based on a new constraint-handling scheme
    Wang, YP
    Jiao, YC
    Li, H
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS, 2005, 35 (02): : 221 - 232
  • [26] Constrained optimization based on hybrid evolutionary algorithm and adaptive constraint-handling technique
    Wang, Yong
    Cai, Zixing
    Zhou, Yuren
    Fan, Zhun
    STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, 2009, 37 (04) : 395 - 413
  • [27] Constrained optimization based on hybrid evolutionary algorithm and adaptive constraint-handling technique
    Yong Wang
    Zixing Cai
    Yuren Zhou
    Zhun Fan
    Structural and Multidisciplinary Optimization, 2009, 37 : 395 - 413
  • [28] A Generic Framework for Incorporating Constraint Handling Techniques into Multi-Objective Evolutionary Algorithms
    Fukumoto, Hiroaki
    Oyama, Akira
    APPLICATIONS OF EVOLUTIONARY COMPUTATION, EVOAPPLICATIONS 2018, 2018, 10784 : 634 - 649
  • [29] Adaptive Evolutionary Programming
    Roebber, Paul J.
    MONTHLY WEATHER REVIEW, 2015, 143 (05) : 1497 - 1505
  • [30] Integrating constraint programming techniques into mathematical programming
    Heipcke, S
    ECAI 1998: 13TH EUROPEAN CONFERENCE ON ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 1998, : 259 - 260