Behavior of evolutionary algorithms in chaotically changing fitness landscapes

被引:0
|
作者
Richter, H [1 ]
机构
[1] HTWK Leipzig, Fachbereich Electrotech & Informationstech, Inst Mess Steuerungs & Regelungstech, D-04125 Leipzig, Germany
关键词
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We study an evolutionary algorithm used for optimizing in a chaotically changing dynamic environment. The corresponding chaotic non-stationary fitness landscape can be characterized by quantifiers of the underlying dynamics-generating system. We give experimental results about how these quantifiers, namely the Lyapunov exponents, together with the environmental change period of the landscape influence performance measures of the evolutionary algorithm used for tracking optima.
引用
收藏
页码:111 / 120
页数:10
相关论文
共 50 条
  • [1] Fitness landscapes and evolutionary algorithms
    Reeves, CR
    [J]. ARTIFICIAL EVOLUTION, 2000, 1829 : 3 - 20
  • [2] Evolutionary Algorithms with Clustering for Dynamic Fitness Landscapes
    Aragon, Victoria
    Esquivel, Susana
    [J]. JOURNAL OF COMPUTER SCIENCE & TECHNOLOGY, 2005, 5 (04): : 196 - 203
  • [3] Evolutionary constraints in fitness landscapes
    Luca Ferretti
    Daniel Weinreich
    Fumio Tajima
    Guillaume Achaz
    [J]. Heredity, 2018, 121 : 466 - 481
  • [4] Evolutionary constraints in fitness landscapes
    Ferretti, Luca
    Weinreich, Daniel
    Tajima, Fumio
    Achaz, Guillaume
    [J]. HEREDITY, 2018, 121 (05) : 466 - 481
  • [5] Fitness Landscapes and Evolutionary Dynamics
    Richter, Hendrik
    [J]. NOSTRADAMUS: MODERN METHODS OF PREDICTION, MODELING AND ANALYSIS OF NONLINEAR SYSTEMS, 2013, 192 : 5 - 8
  • [6] Local Fitness Landscapes Predict Yeast Evolutionary Dynamics in Directionally Changing Environments
    Gorter, Florien A.
    Aarts, Mark G. M.
    Zwaan, Bas J.
    de Visser, J. Arjan G. M.
    [J]. GENETICS, 2018, 208 (01) : 307 - 322
  • [7] On the performance of evolutionary algorithms with life-time adaptation in dynamic fitness landscapes
    Eriksson, R
    Olsson, B
    [J]. CEC2004: PROCEEDINGS OF THE 2004 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1 AND 2, 2004, : 1293 - 1300
  • [8] Efficient algorithms for protein sequence design and the analysis of certain evolutionary fitness landscapes
    Kleinberg, JM
    [J]. JOURNAL OF COMPUTATIONAL BIOLOGY, 1999, 6 (3-4) : 387 - 404
  • [9] Evolutionary rescue on genotypic fitness landscapes
    Wahl, L. M.
    Campos, Paulo R. A.
    [J]. JOURNAL OF THE ROYAL SOCIETY INTERFACE, 2023, 20 (208)
  • [10] Evolutionary trajectories in rugged fitness landscapes
    Jain, K
    Krug, J
    [J]. JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2005,