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Volumn 10, Issue 4, 2006, Pages 380-391

A general noise model and its effects on evolution strategy performance

Author keywords

Biased or skew noise; Evolution strategies; Evolutionary optimization; Generalized noise; Outliers; Progress rate analysis

Indexed keywords

EVOLUTIONARY ALGORITHMS; MATHEMATICAL MODELS; OPTIMIZATION; SPURIOUS SIGNAL NOISE;

EID: 33747400562     PISSN: 1089778X     EISSN: None     Source Type: Journal    
DOI: 10.1109/TEVC.2005.859467     Document Type: Article
Times cited : (63)

References (31)
  • 1
    • 0000250677 scopus 로고
    • "Genetic algorithms in noisy environments"
    • J. M. Fitzpatrick and J. J. Grefenstette, "Genetic algorithms in noisy environments," Mach. Learn., vol. 3, pp. 101-120, 1988.
    • (1988) Mach. Learn. , vol.3 , pp. 101-120
    • Fitzpatrick, J.M.1    Grefenstette, J.J.2
  • 2
    • 0000019887 scopus 로고    scopus 로고
    • "Noisy fitness evaluation in genetic algorithms and the dynamics of learning"
    • in R. K. Belew and M. D. Vose, Eds. San Francisco, CA: Morgan Kaufmann
    • M. Rattray and J. Shapiro, "Noisy fitness evaluation in genetic algorithms and the dynamics of learning," in Foundations of Genetic Algorithms 4, R. K. Belew and M. D. Vose, Eds. San Francisco, CA: Morgan Kaufmann, 1997, pp. 117-139.
    • (1997) Foundations of Genetic Algorithms 4 , pp. 117-139
    • Rattray, M.1    Shapiro, J.2
  • 3
    • 21444438033 scopus 로고    scopus 로고
    • "Genetic algorithms, selection schemes, and the varying effects of noise"
    • B. L. Miller and D. E. Goldberg, "Genetic algorithms, selection schemes, and the varying effects of noise," Evol. Comput., vol. 4, no. 2, pp. 113-131, 1997.
    • (1997) Evol. Comput. , vol.4 , Issue.2 , pp. 113-131
    • Miller, B.L.1    Goldberg, D.E.2
  • 4
    • 0033737186 scopus 로고    scopus 로고
    • "Evolutionary algorithms in noisy environments: Theoretical issues and guidelines for practice"
    • H.-G. Beyer, "Evolutionary algorithms in noisy environments: Theoretical issues and guidelines for practice," Comput. Methods in Mech. Appl. Eng., vol. 186, pp. 239-267, 2000.
    • (2000) Comput. Methods in Mech. Appl. Eng. , vol.186 , pp. 239-267
    • Beyer, H.-G.1
  • 5
    • 21044438483 scopus 로고    scopus 로고
    • "Evolutionary optimization in uncertain environments - A survey"
    • Y. Jin and J. Branke, "Evolutionary optimization in uncertain environments - A survey," IEEE Trans. Evol. Comput., vol. 9, no. 3, pp. 303-317, 2005.
    • (2005) IEEE Trans. Evol. Comput. , vol.9 , Issue.3 , pp. 303-317
    • Jin, Y.1    Branke, J.2
  • 6
    • 0013078349 scopus 로고    scopus 로고
    • ser. Genetic Algorithms and Evolutionary Computation. Norwell, MA: Kluwer
    • D. V. Arnold, Noisy Optimization with Evolution Strategies, ser. Genetic Algorithms and Evolutionary Computation. Norwell, MA: Kluwer, 2002.
    • (2002) Noisy Optimization With Evolution Strategies
    • Arnold, D.V.1
  • 7
    • 0036465115 scopus 로고    scopus 로고
    • "Local performance of the (1 + 1)-ES in a noisy environment"
    • D. V. Arnold and H.-G. Beyer, "Local performance of the (1 + 1)-ES in a noisy environment," IEEE Trans. Evol. Comput., vol. 6, no. 1, pp. 30-41, 2002.
    • (2002) IEEE Trans. Evol. Comput. , vol.6 , Issue.1 , pp. 30-41
    • Arnold, D.V.1    Beyer, H.-G.2
  • 8
    • 0001707175 scopus 로고    scopus 로고
    • I.λ)-ES in a noisy environment"
    • in W. N. Martin and W. M. Spears, Eds. San Francisco, CA: Morgan Kaufmann
    • I.λ)-ES in a noisy environment," in Foundations of Genetic Algorithms 6, W. N. Martin and W. M. Spears, Eds. San Francisco, CA: Morgan Kaufmann, 2001, pp. 127-141.
    • (2001) Foundations of Genetic Algorithms 6 , pp. 127-141
    • Arnold, D.V.1    Beyer, H.-G.2
  • 9
    • 0002368621 scopus 로고    scopus 로고
    • I.λ)-ES in a noisy environment"
    • in M. Schoenauer, K. Deb, G. Rudolph, X. Yao, E. Lutton, J. J. M. Guervós, and H.-P. Schwefel, Eds. Heidelberg, Germany: Springer-Verlag
    • I.λ)-ES in a noisy environment," in Parallel Problem Solving from Nature - PPSN VI, M. Schoenauer, K. Deb, G. Rudolph, X. Yao, E. Lutton, J. J. M. Guervós, and H.-P. Schwefel, Eds. Heidelberg, Germany: Springer-Verlag, 2000, pp. 39-48.
    • (2000) Parallel Problem Solving from Nature - PPSN VI , pp. 39-48
    • Arnold, D.V.1    Beyer, H.-G.2
  • 11
    • 0037267961 scopus 로고    scopus 로고
    • "A comparison of evolution strategies with other direct search methods in the presence of noise"
    • D. V. Arnold and H.-G. Beyer, "A comparison of evolution strategies with other direct search methods in the presence of noise," Comput. Optim. Appl., vol. 24, no. 1, pp. 135-159, 2003.
    • (2003) Comput. Optim. Appl. , vol.24 , Issue.1 , pp. 135-159
    • Arnold, D.V.1    Beyer, H.-G.2
  • 12
    • 2442497253 scopus 로고    scopus 로고
    • "Performance analysis of evolutionary optimization with cumulative step length adaptation"
    • D. V. Arnold and H.-G. Beyer, "Performance analysis of evolutionary optimization with cumulative step length adaptation," IEEE Trans. Autom. Control, vol. 49, no. 4, pp. 617-622, 2004.
    • (2004) IEEE Trans. Autom. Control , vol.49 , Issue.4 , pp. 617-622
    • Arnold, D.V.1    Beyer, H.-G.2
  • 13
    • 7744224413 scopus 로고    scopus 로고
    • "Fitness approximation in evolutionary computation: A survey"
    • in W. B. Langdon, E. Cantú-Paz, K. E. Mathias, R. Roy, D. Davis, R. Poli, K. Balakrishnan, V. Honavar, G. Rudolph, J. Wegener, L. Bull, M. A. Potter, A. C. Schultz, J. E. Miller, E. Burke, and N. Jonoska, Eds
    • Y. Jin and B. Sendhoff, "Fitness approximation in evolutionary computation: A survey," in Proc. Genetic and Evol. Comput. Conf., W. B. Langdon, E. Cantú-Paz, K. E. Mathias, R. Roy, D. Davis, R. Poli, K. Balakrishnan, V. Honavar, G. Rudolph, J. Wegener, L. Bull, M. A. Potter, A. C. Schultz, J. E. Miller, E. Burke, and N. Jonoska, Eds., 2002, pp. 1105-1112.
    • (2002) Proc. Genetic and Evol. Comput. Conf. , pp. 1105-1112
    • Jin, Y.1    Sendhoff, B.2
  • 15
    • 24344505352 scopus 로고    scopus 로고
    • "Efficient evolutionary algorithms for searching robust solutions"
    • in I. C. Parmee, Ed. Heidelberg, Germany: Springer-Verlag
    • J. Branke, "Efficient evolutionary algorithms for searching robust solutions," in Adaptive Computing in Design and Manufacture, I. C. Parmee, Ed. Heidelberg, Germany: Springer-Verlag, 2000, pp. 275-285.
    • (2000) Adaptive Computing in Design and Manufacture , pp. 275-285
    • Branke, J.1
  • 17
    • 3543065005 scopus 로고    scopus 로고
    • I,λ)-ES optimizing functions disturbed by generalized noise"
    • in K. A. De Jong, R. Poli, and J. Rowe, Eds. San Mateo, CA: Morgan Kaufmann
    • I,λ)-ES optimizing functions disturbed by generalized noise," in Foundations of Genetic Algorithms 7, K. A. De Jong, R. Poli, and J. Rowe, Eds. San Mateo, CA: Morgan Kaufmann, 2003, pp. 307-328.
    • (2003) Foundations of Genetic Algorithms 7 , pp. 307-328
    • Beyer, H.-G.1    Olhofer, M.2    Sendhoff, B.3
  • 18
    • 27144541695 scopus 로고    scopus 로고
    • "The influence of stochastic quality functions on evolutionary search"
    • in K. C. Tan, M. H. Lim, X. Yao, and L. Wang, Eds. New York: World Scientific
    • B. Sendhoff, H.-G. Beyer, and M. Olhofer, "The influence of stochastic quality functions on evolutionary search," in Recent Advances in Simulated Evolution and Learning, K. C. Tan, M. H. Lim, X. Yao, and L. Wang, Eds. New York: World Scientific, 2003, pp. 152-172.
    • (2003) Recent Advances in Simulated Evolution and Learning , pp. 152-172
    • Sendhoff, B.1    Beyer, H.-G.2    Olhofer, M.3
  • 19
    • 21044435028 scopus 로고    scopus 로고
    • "Genetic algorithms, efficiency enhancement, and deciding well with differing fitness bias values"
    • in W. B. Langdon, E. Cantú-Paz, K. E. Mathias, R. Roy, D. Davis, R. Poli, K. Balakrishnan, V. Honavar, G. Rudolph, J. Wegener, L. Bull, M. A. Potter, A. C. Schultz, J. F. Miller, E. Burke, and N. Jonoska, Eds
    • K. Sastry and D. Goldberg, "Genetic algorithms, efficiency enhancement, and deciding well with differing fitness bias values," in Proc. Genetic and Evol. Comput. Conference, W. B. Langdon, E. Cantú-Paz, K. E. Mathias, R. Roy, D. Davis, R. Poli, K. Balakrishnan, V. Honavar, G. Rudolph, J. Wegener, L. Bull, M. A. Potter, A. C. Schultz, J. F. Miller, E. Burke, and N. Jonoska, Eds., 2002, pp. 536-543.
    • (2002) Proc. Genetic and Evol. Comput. Conference , pp. 536-543
    • Sastry, K.1    Goldberg, D.2
  • 20
    • 35048854151 scopus 로고    scopus 로고
    • "On the effects of outliers on evolutionary optimization"
    • in J. Liu, Y. Cheung, and H. Yin, Eds. Heidelberg, Germany: Springer-Verlag
    • D. V. Arnold and H.-G. Beyer, "On the effects of outliers on evolutionary optimization," in Intelligent Data Engineering and Automated Learning, J. Liu, Y. Cheung, and H. Yin, Eds. Heidelberg, Germany: Springer-Verlag, 2003, pp. 151-160.
    • (2003) Intelligent Data Engineering and Automated Learning , pp. 151-160
    • Arnold, D.V.1    Beyer, H.-G.2
  • 21
    • 0004214921 scopus 로고    scopus 로고
    • ser. Natural Computing. Heidelberg, Germany: Springer-Verlag
    • H.-G. Beyer, The Theory of Evolution Strategies, ser. Natural Computing. Heidelberg, Germany: Springer-Verlag, 2001.
    • (2001) The Theory of Evolution Strategies
    • Beyer, H.-G.1
  • 23
    • 0035377566 scopus 로고    scopus 로고
    • "Completely derandomized self-adaptation in evolution strategies"
    • N. Hansen and A. Ostermeier, "Completely derandomized self-adaptation in evolution strategies," Evol. Comput., vol. 9, no. 2, pp. 159-195, 2001.
    • (2001) Evol. Comput. , vol.9 , Issue.2 , pp. 159-195
    • Hansen, N.1    Ostermeier, A.2
  • 24
    • 35248844658 scopus 로고    scopus 로고
    • I,λ)-ES on ellipsoidal fitness models disturbed by noise"
    • in E. Cantú-Paz, J. A. Foster, K. Deb, L. D. Davis, R. Roy, U.-M. O'Reilly, H.-G. Beyer, R. Standish, G. Kendall, S. Wilson, M. Harman, J. Wegener, D. Dasgupta, M. A. Potter, A. C. Schultz, N. Jonoska, K. A. Dowsland, and J. F. Miller, Eds
    • I,λ)-ES on ellipsoidal fitness models disturbed by noise," in Proc. Genetic Evol. Comput., E. Cantú-Paz, J. A. Foster, K. Deb, L. D. Davis, R. Roy, U.-M. O'Reilly, H.-G. Beyer, R. Standish, G. Kendall, S. Wilson, M. Harman, J. Wegener, D. Dasgupta, M. A. Potter, A. C. Schultz, N. Jonoska, K. A. Dowsland, and J. F. Miller, Eds., 2003, pp. 525-536.
    • (2003) Proc. Genetic Evol. Comput. , pp. 525-536
    • Beyer, H.-G.1    Arnold, D.V.2
  • 25
    • 70350348356 scopus 로고    scopus 로고
    • "Concomitants of order statistics"
    • in N. Balakrishnan and C. R. Rao, Eds. Amsterdam, The Netherlands: Elsevier
    • H. A. David and H. N. Nagaraja, "Concomitants of order statistics," in Handbook of Statistics, N. Balakrishnan and C. R. Rao, Eds. Amsterdam, The Netherlands: Elsevier, 1998, vol. 16, pp. 487-513.
    • (1998) Handbook of Statistics , Issue.16 , pp. 487-513
    • David, H.A.1    Nagaraja, H.N.2
  • 28
    • 85027497157 scopus 로고
    • "Evolution strategies on noisy functions: How to improve convergence properties"
    • in Y. Davidor, R. Manner, and H.-P. Schwefel, Eds. Heidelberg, Germany: Springer-Verlag
    • U. Hammel and T. Bäck, "Evolution strategies on noisy functions: How to improve convergence properties," in Parallel Problem Solving from Nature - PPSN III, Y. Davidor, R. Manner, and H.-P. Schwefel, Eds. Heidelberg, Germany: Springer-Verlag, 1994, pp. 159-168.
    • (1994) Parallel Problem Solving from Nature - PPSN III , pp. 159-168
    • Hammel, U.1    Bäck, T.2
  • 29
    • 45949121309 scopus 로고
    • "Fast simulated annealing"
    • H. Szu and R. Hartley, "Fast simulated annealing," Physics Letters A, vol. 122, pp. 157-162, 1987.
    • (1987) Physics Letters A , vol.122 , pp. 157-162
    • Szu, H.1    Hartley, R.2
  • 30
    • 0031277292 scopus 로고    scopus 로고
    • "Local convergence rates of simple evolutionary algorithms with Cauchy mutations"
    • G. Rudolph, "Local convergence rates of simple evolutionary algorithms with Cauchy mutations," IEEE Trans. Evol. Comput., vol. 1, no. 4, pp. 249-258, 1997.
    • (1997) IEEE Trans. Evol. Comput. , vol.1 , Issue.4 , pp. 249-258
    • Rudolph, G.1


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