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Volumn 13, Issue 4, 2013, Pages 1902-1921

Evolutionary algorithm characterization in real parameter optimization problems

Author keywords

Algorithm analysis; Modality; Real parameter optimization; Separability

Indexed keywords

ALGORITHM ANALYSIS; BENCHMARK FUNCTIONS; BINARY CLASSIFICATION; CHARACTERIZATION PROCEDURES; COVARIANCE MATRIX ADAPTATION EVOLUTION STRATEGIES; DIFFERENTIAL EVOLUTION; FITNESS LANDSCAPE; INITIAL STAGES; LANDSCAPE CHARACTERISTIC; MODALITY; REAL-PARAMETER OPTIMIZATION; RELEVANT FEATURES; SEPARABILITY; SPECIFIC INFORMATION; TARGET FUNCTIONS; TRIAL-AND-ERROR PROCEDURES; UNIMODAL;

EID: 84873638127     PISSN: 15684946     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.asoc.2013.01.002     Document Type: Article
Times cited : (43)

References (74)
  • 2
    • 27144512834 scopus 로고    scopus 로고
    • A restart CMA evolution strategy with increasing population size
    • 2005 IEEE Congress on Evolutionary Computation, IEEE CEC 2005. Proceedings
    • A. Auger, and N. Hansen A restart CMA evolution strategy with increasing population size B. McKay, The 2005 IEEE International Congress on Evolutionary Computation (CEC'05), vol. 2 2005 1769 1776 (Pubitemid 41496063)
    • (2005) 2005 IEEE Congress on Evolutionary Computation, IEEE CEC 2005. Proceedings , vol.2 , pp. 1769-1776
    • Auger, A.1    Hansen, N.2
  • 4
    • 0002651837 scopus 로고
    • An overview of evolutionary algorithms for parameter optimization
    • T. Bäck, and H.-P. Schwefel An overview of evolutionary algorithms for parameter optimization Evolutionary Computation 1 1 1993 1 23
    • (1993) Evolutionary Computation , vol.1 , Issue.1 , pp. 1-23
    • Bäck, T.1    Schwefel, H.-P.2
  • 5
    • 32444449213 scopus 로고    scopus 로고
    • Information landscapes and problem hardness
    • DOI 10.1145/1068009.1068236, GECCO 2005 - Genetic and Evolutionary Computation Conference
    • Y. Borenstein, and R. Poli Information landscapes and problem hardness GECCO'05: Proceedings of the 2005 Conference on Genetic and Evolutionary Computation 2005 ACM New York, USA 1425 1431 (Pubitemid 43226461)
    • (2005) GECCO 2005 - Genetic and Evolutionary Computation Conference , pp. 1425-1431
    • Borenstein, Y.1    Poli, R.2
  • 9
    • 0344642507 scopus 로고    scopus 로고
    • A taxonomy of evolutionary algorithms in combinatorial optimization?
    • P. Calégari, G. Coray, A. Hertz, D. Kobler, and P. Kuonen A taxonomy of evolutionary algorithms in combinatorial optimization? Journal of Heuristics 5 2 1999 145 158
    • (1999) Journal of Heuristics , vol.5 , Issue.2 , pp. 145-158
    • Calégari, P.1    Coray, G.2    Hertz, A.3    Kobler, D.4    Kuonen, P.5
  • 13
  • 14
    • 11844285519 scopus 로고
    • Epistasis variance: Suitability of a representation to genetic algorithms?
    • Y. Davidor Epistasis variance: suitability of a representation to genetic algorithms? Complex Systems 4 4 1990 369 383
    • (1990) Complex Systems , vol.4 , Issue.4 , pp. 369-383
    • Davidor, Y.1
  • 16
    • 84873636129 scopus 로고    scopus 로고
    • Deceptive landscapes
    • IOP Publishing Ltd. Bristol, UK pp. 2.7.1-2.7.5
    • K. Deb Deceptive landscapes Handbook of Evolutionary Computation vol. 2 1997 IOP Publishing Ltd. Bristol, UK pp. 2.7.1-2.7.5
    • (1997) Handbook of Evolutionary Computation , vol.2 VOL.
    • Deb, K.1
  • 18
    • 0012936468 scopus 로고
    • The global optimization problem: An introduction
    • North-Holland Amsterdam pp. 1-15
    • L. Dixon, and G. Szegö The global optimization problem: an introduction Towards Global Optimization, number 2 1978 North-Holland Amsterdam pp. 1-15
    • (1978) Towards Global Optimization, Number 2
    • Dixon, L.1    Szegö, G.2
  • 19
    • 33748112122 scopus 로고    scopus 로고
    • A rigorous analysis of the compact genetic algorithm for linear functions
    • DOI 10.1007/s11047-006-9001-0
    • S. Droste A rigorous analysis of the compact genetic algorithm for linear functions? Natural Computing: An International Journal 5 3 2006 257 283 (Pubitemid 44304901)
    • (2006) Natural Computing , vol.5 , Issue.3 , pp. 257-283
    • Droste, S.1
  • 20
    • 0000308566 scopus 로고
    • Real-coded genetic algorithms and interval-schemata
    • D.L. Whitley, Morgan Kaufmann San Mateo, CA
    • L.J. Eshelman, and J.D. Schaffer Real-coded genetic algorithms and interval-schemata D.L. Whitley, Foundation of Genetic Algorithms 2 1993 Morgan Kaufmann San Mateo, CA 187 202
    • (1993) Foundation of Genetic Algorithms 2 , pp. 187-202
    • Eshelman, L.J.1    Schaffer, J.D.2
  • 21
    • 50149103039 scopus 로고    scopus 로고
    • Differential evolution as a viable tool for satellite image registration
    • I. De Falco, A.D. Cioppa, D. Maisto, and E. Tarantino Differential evolution as a viable tool for satellite image registration Applied Soft Computing 8 4 2008 1453 1462
    • (2008) Applied Soft Computing , vol.8 , Issue.4 , pp. 1453-1462
    • De Falco, I.1    Cioppa, A.D.2    Maisto, D.3    Tarantino, E.4
  • 22
    • 0002323257 scopus 로고    scopus 로고
    • Tuning EPR spectral parameters with a genetic algorithm
    • PII S1568494601000102
    • B. Filipic, and J. Strancar Tuning epr spectral parameters with a genetic algorithm Applied Soft Computing 1 1 2001 83 90 (Pubitemid 33718567)
    • (2001) Applied Soft Computing , vol.1 , Issue.1 , pp. 83-90
    • Filipic, B.1    Strancar, J.2
  • 24
    • 10844231176 scopus 로고    scopus 로고
    • Efficiency of local search with multiple local optima
    • DOI 10.1137/S0895480199355225, PII S0895480199355225
    • J. Garnier, and L. Kallel Efficiency of local search with multiple local optima? SIAM Journal on Discrete Mathematics 15 1 2002 122 141 (Pubitemid 40000362)
    • (2002) SIAM Journal on Discrete Mathematics , vol.15 , Issue.1 , pp. 122-141
    • Garnier, J.1    Kallel, L.2
  • 28
    • 0035377566 scopus 로고    scopus 로고
    • Completely derandomized self-adaptation in evolution strategies
    • N. Hansen, and A. Ostermeier Completely derandomized self-adaptation in evolution strategies Evolutionary Computation 9 2001 159 195
    • (2001) Evolutionary Computation , vol.9 , pp. 159-195
    • Hansen, N.1    Ostermeier, A.2
  • 29
    • 38149103197 scopus 로고    scopus 로고
    • A note on problem difficulty measures in black-box optimization: Classification, realizations and predictability
    • J. He, C. Reeves, C. Witt, and X. Yao A note on problem difficulty measures in black-box optimization: classification, realizations and predictability Evolutionary Computation 15 4 2007 435 443
    • (2007) Evolutionary Computation , vol.15 , Issue.4 , pp. 435-443
    • He, J.1    Reeves, C.2    Witt, C.3    Yao, X.4
  • 31
    • 0037338399 scopus 로고    scopus 로고
    • A taxonomy for the crossover operator for real-coded genetic algorithms: An experimental study?
    • F. Herrera, M. Lozano, and A.M. Sánchez A taxonomy for the crossover operator for real-coded genetic algorithms: an experimental study? International Journal of Intelligent Systems 18 3 2003 309 338
    • (2003) International Journal of Intelligent Systems , vol.18 , Issue.3 , pp. 309-338
    • Herrera, F.1    Lozano, M.2    Sánchez, A.M.3
  • 32
    • 0032136585 scopus 로고    scopus 로고
    • Tackling Real-Coded Genetic Algorithms: Operators and Tools for Behavioural Analysis
    • F. Herrera, M. Lozano, and J.L. Verdegay Tackling real-coded genetic algorithms: operators and tools for behavioural analysis Artificial Intelligence Review 12 1998 265 319 (Pubitemid 128514089)
    • (1998) Artificial Intelligence Review , vol.12 , Issue.4 , pp. 265-319
    • Herrera, F.1    Lozano, M.2    Verdegay, J.L.3
  • 39
    • 33750253980 scopus 로고    scopus 로고
    • The dispersion metric and the CMA evolution strategy
    • GECCO 2006 - Genetic and Evolutionary Computation Conference
    • M. Lunacek The dispersion metric and the CMA evolution strategy Proceedings of the 8th Annual Conference on Genetic and Evolutionary Computation 2006 477 484 (Pubitemid 44611361)
    • (2006) GECCO 2006 - Genetic and Evolutionary Computation Conference , vol.1 , pp. 477-484
    • Lunacek, M.1    Whitley, D.2
  • 40
    • 84857994149 scopus 로고    scopus 로고
    • How landscape ruggedness influences the performance of real-coded algorithms: A comparative study?
    • J. Marín How landscape ruggedness influences the performance of real-coded algorithms: a comparative study? Soft Computing 16 4 2011 683 698
    • (2011) Soft Computing , vol.16 , Issue.4 , pp. 683-698
    • Marín, J.1
  • 41
    • 33750279371 scopus 로고    scopus 로고
    • A comparative study of differential evolution variants for global optimization
    • GECCO 2006 - Genetic and Evolutionary Computation Conference
    • E. Mezura-Montes, J. Velázquez-Reyes, and C.A. Coello Coello A comparative study of differential evolution variants for global optimization GECCO'06: Proceedings of the 8th Annual Conference on Genetic and Evolutionary Computation 2006 ACM New York, USA 485 492 (Pubitemid 44611362)
    • (2006) GECCO 2006 - Genetic and Evolutionary Computation Conference , vol.1 , pp. 485-492
    • Mezura-Montes, E.1    Velazquez-Reyes, J.2    Coello Coello, C.A.3
  • 44
    • 0004287034 scopus 로고    scopus 로고
    • Ph.D. Thesis, Universitaire Instelling Antwerpen and Departement Wiskunde-informatica
    • B. Naudts, Measuring GA-hardness, Ph.D. Thesis, Universitaire Instelling Antwerpen and Departement Wiskunde-informatica, 1998.
    • (1998) Measuring GA-hardness
    • Naudts, B.1
  • 45
    • 0033732270 scopus 로고    scopus 로고
    • A comparison of predictive measures of problem difficulty in evolutionary algorithms
    • B. Naudts, and L. Kallel A comparison of predictive measures of problem difficulty in evolutionary algorithms IEEE Transactions on Evolutionary Computation 4 1 2000 1 15
    • (2000) IEEE Transactions on Evolutionary Computation , vol.4 , Issue.1 , pp. 1-15
    • Naudts, B.1    Kallel, L.2
  • 47
    • 0037297422 scopus 로고    scopus 로고
    • An analysis of the behavior of simplified evolutionary algorithms on trap functions?
    • S. Nijssen, and T. Bäck An analysis of the behavior of simplified evolutionary algorithms on trap functions? IEEE Transactions on Evolutionary Computation 7 1 2003 11 22
    • (2003) IEEE Transactions on Evolutionary Computation , vol.7 , Issue.1 , pp. 11-22
    • Nijssen, S.1    Bäck, T.2
  • 48
    • 70349390958 scopus 로고    scopus 로고
    • Automated layout design of beam-slab floors using a genetic algorithm
    • A. Nimtawat, and P. Nanakorn Automated layout design of beam-slab floors using a genetic algorithm Computers and Structures 87 21-22 2009 1308 1330
    • (2009) Computers and Structures , vol.87 , Issue.2122 , pp. 1308-1330
    • Nimtawat, A.1    Nanakorn, P.2
  • 51
    • 0005798485 scopus 로고
    • An experimental design perspective on genetic algorithms
    • C. Reeves, and C. Wright An experimental design perspective on genetic algorithms Foundations of Genetic Algorithms 3 1995 7 22
    • (1995) Foundations of Genetic Algorithms , vol.3 , pp. 7-22
    • Reeves, C.1    Wright, C.2
  • 53
    • 84957582243 scopus 로고    scopus 로고
    • A critical and empirical study of epistasis measures for predicting GA performances: A summary
    • Springer-Verlag, Berlin
    • S. Rochet, G. Venturini, M. Slimane, E. El Kharoubi, A critical and empirical study of epistasis measures for predicting GA performances: a summary, in: Lecture Notes of Computer Science, vol. 1363, Springer-Verlag, Berlin, 1998, pp. 275-285
    • (1998) Lecture Notes of Computer Science , vol.1363 , pp. 275-285
    • Rochet, S.1    Venturini, G.2    Slimane, M.3    El Kharoubi, E.4
  • 55
    • 56449130100 scopus 로고    scopus 로고
    • A simple modification in CMA-ES achieving linear time and space complexity
    • S.B. Heidelberg, Lecture Notes in Computer Science
    • R. Ros, and N. Hansen A simple modification in CMA-ES achieving linear time and space complexity S.B. Heidelberg, Parallel Problem Solving from Nature-PPSN X Lecture Notes in Computer Science vol. 5199/2008 2008 296 305
    • (2008) Parallel Problem Solving from Nature-PPSN X , vol.5199 , pp. 296-305
    • Ros, R.1    Hansen, N.2
  • 57
    • 0001092793 scopus 로고    scopus 로고
    • Random field models for fitness landscapes?
    • P. Stadler, and R. Happel Random field models for fitness landscapes? Journal of Mathematical Biology 38 5 1999 435 478
    • (1999) Journal of Mathematical Biology , vol.38 , Issue.5 , pp. 435-478
    • Stadler, P.1    Happel, R.2
  • 58
    • 0142000477 scopus 로고    scopus 로고
    • Differential Evolution - A Simple and Efficient Heuristic for Global Optimization over Continuous Spaces
    • R. Storn, and K.V. Price Differential evolution-a simple and efficient heuristic for global optimization over continuous spaces Journal of Global Optimization 11 1997 341 359 (Pubitemid 127502202)
    • (1997) Journal of Global Optimization , vol.11 , Issue.4 , pp. 341-359
    • Storn, R.1    Price, K.2
  • 60
    • 34548073895 scopus 로고    scopus 로고
    • Differential evolution and non-separability: Using selective pressure to focus search
    • DOI 10.1145/1276958.1277221, Proceedings of GECCO 2007: Genetic and Evolutionary Computation Conference
    • A.M. Sutton, M. Lunacek, and L.D. Whitley Differential evolution and non-separability: using selective pressure to focus search GECCO'07: Proceedings of the 9th Annual Conference on Genetic and Evolutionary Computation 2007 ACM New York, NY, USA 1428 1435 (Pubitemid 47291712)
    • (2007) Proceedings of GECCO 2007: Genetic and Evolutionary Computation Conference , pp. 1428-1435
    • Sutton, A.M.1    Lunacek, M.2    Whitley, L.D.3
  • 61
    • 62149099100 scopus 로고    scopus 로고
    • Efficient covariance matrix update for variable metric evolution strategies?
    • T. Suttorp, N. Hansen, and C. Igel Efficient covariance matrix update for variable metric evolution strategies? Machine Learning 75 2 2009 167 197
    • (2009) Machine Learning , vol.75 , Issue.2 , pp. 167-197
    • Suttorp, T.1    Hansen, N.2    Igel, C.3
  • 62
    • 54349111379 scopus 로고    scopus 로고
    • Differential evolution strategy for structural system identification
    • H. Tang, S. Xue, and C. Fan Differential evolution strategy for structural system identification Computers and Structures 86 21-22 2008 2004 2012
    • (2008) Computers and Structures , vol.86 , Issue.2122 , pp. 2004-2012
    • Tang, H.1    Xue, S.2    Fan, C.3
  • 65
    • 68849102424 scopus 로고    scopus 로고
    • Structure-specified IIR filter and control design using real structured genetic algorithm
    • C.-W. Tsai, C.-H. Huang, and C.-L. Lin Structure-specified IIR filter and control design using real structured genetic algorithm Applied Soft Computing 9 4 2009 1285 1295
    • (2009) Applied Soft Computing , vol.9 , Issue.4 , pp. 1285-1295
    • Tsai, C.-W.1    Huang, C.-H.2    Lin, C.-L.3
  • 66
    • 58549093730 scopus 로고    scopus 로고
    • The genetic algorithm for breast tumor diagnosis-The case of DNA viruses
    • M.-H. Tseng, and H.-C. Liao The genetic algorithm for breast tumor diagnosis-the case of DNA viruses Applied Soft Computing 9 2 2009 703 710
    • (2009) Applied Soft Computing , vol.9 , Issue.2 , pp. 703-710
    • Tseng, M.-H.1    Liao, H.-C.2
  • 67
    • 0034153218 scopus 로고    scopus 로고
    • Information characteristics and the structure of landscapes?
    • V. Vassilev, T. Fogarty, and J. Miller Information characteristics and the structure of landscapes? Evolutionary Computation 8 1 2000 31 60
    • (2000) Evolutionary Computation , vol.8 , Issue.1 , pp. 31-60
    • Vassilev, V.1    Fogarty, T.2    Miller, J.3
  • 70
    • 0024991769 scopus 로고
    • Correlated and uncorrelated fitness landscapes and how to tell the difference
    • DOI 10.1007/BF00202749
    • E. Weinberger Correlated and uncorrelated fitness landscapes and how to tell the difference? Biological Cybernetics 63 5 1990 325 336 (Pubitemid 20289470)
    • (1990) Biological Cybernetics , vol.63 , Issue.5 , pp. 325-336
    • Weinberger, E.1
  • 71
    • 0001697862 scopus 로고
    • Local properties of Kauffman NK model, a tuneably rugged energy landscapes
    • E.D. Weinberger Local properties of Kauffman NK model, a tuneably rugged energy landscapes Physical Review 44 10 1991 6399 6413
    • (1991) Physical Review , vol.44 , Issue.10 , pp. 6399-6413
    • Weinberger, E.D.1
  • 73
    • 67349171026 scopus 로고    scopus 로고
    • Influence of crossover on the behavior of differential evolution algorithms
    • D. Zaharie Influence of crossover on the behavior of differential evolution algorithms Applied Soft Computing 9 2009 1126 1138
    • (2009) Applied Soft Computing , vol.9 , pp. 1126-1138
    • Zaharie, D.1
  • 74
    • 70349860273 scopus 로고    scopus 로고
    • JADE: Adaptive differential evolution with optional external archive
    • J. Zhang, and A. Sanderson JADE: adaptive differential evolution with optional external archive IEEE Transactions on Evolutionary Computation 13 5 2009 945 958
    • (2009) IEEE Transactions on Evolutionary Computation , vol.13 , Issue.5 , pp. 945-958
    • Zhang, J.1    Sanderson, A.2


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