Real Parameter Single Objective Optimization using Self-Adaptive Differential Evolution Algorithm with more Strategies

被引:0
|
作者
Brest, Janez [1 ]
Boskovic, Borko [1 ]
Zamuda, Ales [1 ]
Fister, Iztok [1 ]
Mezura-Montes, Efren [2 ]
机构
[1] Univ Maribor, Fac Elect Engn & Comp Sci, Inst Comp Sci, Smetanova Ul 17, SLO-2000 Maribor, Slovenia
[2] Univ Veracruzana, Dept Inteligencia Artificial, Xalapa 91000, Veracruz, Mexico
关键词
single objective optimization; differential evolution; self-adaptation;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
A new differential evolution algorithm for single objective optimization is presented in this paper. The proposed algorithm uses a self-adaptation mechanism for parameter control, divides its population into more subpopulations, applies more DE strategies, promotes population diversity, and eliminates the individuals that are not changed during some generations. The experimental results obtained by our algorithm on the benchmark consisting of 25 test functions with dimensions D = 10, D = 30, and D = 50 as provided for the CEC 2013 competition and special session on Real Parameter Single Objective Optimization are presented.
引用
收藏
页码:377 / 383
页数:7
相关论文
共 50 条
  • [1] An Improved Self-adaptive Differential Evolution Algorithm in Single Objective Constrained Real-Parameter Optimization
    Brest, Janez
    Boskovic, Borko
    Zumer, Viljem
    [J]. 2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2010,
  • [2] 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 - +
  • [3] 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 - +
  • [4] 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
  • [5] Multi-objective Optimization Using Self-adaptive Differential Evolution Algorithm
    Huang, V. L.
    Zhao, S. Z.
    Mallipeddi, R.
    Suganthan, P. N.
    [J]. 2009 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-5, 2009, : 190 - 194
  • [6] A self-adaptive combined strategies algorithm for constrained optimization using differential evolution
    Elsayed, Saber M.
    Sarker, Ruhul A.
    Essam, Daryl L.
    [J]. APPLIED MATHEMATICS AND COMPUTATION, 2014, 241 : 267 - 282
  • [7] 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
  • [8] Multi-objective optimization based on self-adaptive differential evolution algorithm
    Huang, V. L.
    Qin, A. K.
    Suganthan, P. N.
    Tasgetiren, M. F.
    [J]. 2007 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-10, PROCEEDINGS, 2007, : 3601 - +
  • [9] Self-adaptive differential evolution algorithm for numerical optimization
    Qin, AK
    Suganthan, PN
    [J]. 2005 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-3, PROCEEDINGS, 2005, : 1785 - 1791
  • [10] 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