An Improved Self-adaptive Differential Evolution Algorithm in Single Objective Constrained Real-Parameter Optimization

被引：0
|
作者：
Brest, Janez [1 ]
Boskovic, Borko [1 ]
Zumer, Viljem [1 ]
机构：
[1] Univ Maribor, Fac Elect Engn & Comp Sci, SLO-2000 Maribor, Slovenia
来源：
2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC) | 2010年
关键词：
D O I：
暂无
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 describe an improved version of self-adaptive differential evolution algorithm. Our algorithm uses more strategies, ageing mechanism to reinitialize an individual which stagnates in local optima, an epsilon level controlling of constraint violation. The performance of the proposed algorithm is evaluated on the set of 18 scalable benchmark functions provided for the CEC 2010 competition and special session on single objective constrained real-parameter optimization, when the dimension of decision variables is set to 10 and 30, respectively. The obtained results show that our algorithm is suitable for solving constrained optimization problems.
引用
收藏
页数：8
相关论文
共 50 条
  • [1] Self-adaptive differential evolution algorithm in constrained real-parameter optimization
    Brest, Janez
    Zumer, Viljem
    Maucec, Mirjam Sepesy
    [J]. 2006 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-6, 2006, : 215 - +
  • [2] Self-adaptive differential evolution algorithm for constrained real-parameter optimization
    Huang, V. L.
    Qin, A. K.
    Suganthan, P. N.
    [J]. 2006 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-6, 2006, : 17 - +
  • [3] Self-adaptive Differential Evolution with Local Search Chains for Real-Parameter Single-Objective Optimization
    Qin, A. K.
    Tang, Ke
    Pan, Hong
    Xia, Siyu
    [J]. 2014 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2014, : 467 - 474
  • [4] Investigation of Self-adaptive Differential Evolution on the CEC-2013 Real-Parameter Single-Objective Optimization Testbed
    Qin, A. K.
    Li, Xiaodong
    Pan, Hong
    Xia, Siyu
    [J]. 2013 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2013, : 1107 - 1114
  • [5] Real Parameter Single Objective Optimization using Self-Adaptive Differential Evolution Algorithm with more Strategies
    Brest, Janez
    Boskovic, Borko
    Zamuda, Ales
    Fister, Iztok
    Mezura-Montes, Efren
    [J]. 2013 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2013, : 377 - 383
  • [6] Constrained Real-Parameter Optimization using a Differential Evolution Algorithm
    Brest, J.
    Zamuda, A.
    Fister, I.
    Boskovic, B.
    Maucec, M. Sepesy
    [J]. 2011 IEEE SYMPOSIUM ON DIFFERENTIAL EVOLUTION (SDE), 2011, : 9 - 16
  • [7] High-Dimensional Real-Parameter Optimization using Self-Adaptive Differential Evolution Algorithm with Population Size Reduction
    Brest, Janez
    Zamuda, Ales
    Boskovic, Borko
    Maucec, Mirjam Sepesy
    Zumer, Viljem
    [J]. 2008 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-8, 2008, : 2032 - 2039
  • [8] Constrained real-parameter optimization with generalized differential evolution
    Kukkonen, Saku
    Lampinen, Jouni
    [J]. 2006 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-6, 2006, : 207 - +
  • [9] A Self-adaptive Heterogeneous PSO for Real-Parameter Optimization
    Nepomuceno, Filipe V.
    Engelbrecht, Andries P.
    [J]. 2013 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2013, : 361 - 368
  • [10] Self-Adaptive Genetic Algorithm For Bucket Wheel Reclaimer Real-Parameter Optimization
    Yuan, Yongliang
    Wang, Guohu
    [J]. IEEE ACCESS, 2019, 7 : 47762 - 47768
12345