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Volumn 37, Issue 5, 2009, Pages 447-461

Improving multi-objective genetic algorithms with adaptive design of experiments and online metamodeling

Author keywords

Adaptive DOE; Kriging; Metamodeling; Multi objective genetic algorithm

Indexed keywords

DENSITY (OPTICAL); DESIGN; DESIGN OF EXPERIMENTS; DIESEL ENGINES; DIFFRACTIVE OPTICAL ELEMENTS; FUNCTIONS; GENETIC ALGORITHMS; MULTIOBJECTIVE OPTIMIZATION; OPTICAL PROPERTIES; POLYNOMIAL APPROXIMATION; PROBABILITY DENSITY FUNCTION;

EID: 58049175154     PISSN: 1615147X     EISSN: 16151488     Source Type: Journal    
DOI: 10.1007/s00158-008-0251-6     Document Type: Article
Times cited : (35)

References (38)
  • 1
    • 84959037821 scopus 로고    scopus 로고
    • Surrogate deterministic mutation: Preliminary results
    • doi:10.1007/s3-540-46033-0-9
    • K Abboud M Schoenauer 2002 Surrogate deterministic mutation: preliminary results Lect Notes Comput Sci 2310 919 954 doi:10.1007/s3-540-46033-0-9
    • (2002) Lect Notes Comput Sci , vol.2310 , pp. 919-954
    • Abboud, K.1    Schoenauer, M.2
  • 3
    • 34250083818 scopus 로고
    • Approximation concepts for optimum structural design-a review
    • J-FM Barthelemy RT Haftka 1993 Approximation concepts for optimum structural design-a review Struct Multidisc Optim 5 129 144
    • (1993) Struct Multidisc Optim , vol.5 , pp. 129-144
    • J-Fm, B.1    Haftka, R.T.2
  • 6
    • 84950437532 scopus 로고
    • Bayesian prediction of deterministic functions, with applications to the design and analysis of computer experiments
    • C Currin M Mitchell M Morris D Ylvisaker 1991 Bayesian prediction of deterministic functions, with applications to the design and analysis of computer experiments J Am Stat Assoc 86 953 963
    • (1991) J Am Stat Assoc , vol.86 , pp. 953-963
    • Currin, C.1    Mitchell, M.2    Morris, M.3    Ylvisaker, D.4
  • 10
    • 0005048923 scopus 로고    scopus 로고
    • A minimal cost hybrid strategy for Pareto front approximation
    • M Farina 2001 A minimal cost hybrid strategy for Pareto front approximation Evolutionary Optimization 3 41 52
    • (2001) Evolutionary Optimization , vol.3 , pp. 41-52
    • Farina, M.1
  • 12
    • 0038476492 scopus 로고    scopus 로고
    • Latin hypercube sampling and the propagation of uncertainty in analyses of complex systems
    • JC Helton FJ Davis 2003 Latin hypercube sampling and the propagation of uncertainty in analyses of complex systems Reliab Eng Syst Saf 81 23 69
    • (2003) Reliab Eng Syst Saf , vol.81 , pp. 23-69
    • Helton, J.C.1    Davis, F.J.2
  • 14
    • 21144433756 scopus 로고    scopus 로고
    • A comprehensive survey of fitness approximation in evolutionary computation
    • Y Jin 2005 A comprehensive survey of fitness approximation in evolutionary computation Soft Comput 9 3 12
    • (2005) Soft Comput , vol.9 , pp. 3-12
    • Jin, Y.1
  • 15
    • 0035577808 scopus 로고    scopus 로고
    • A taxonomy of global optimization methods based on response surfaces
    • DR Jones 2001 A taxonomy of global optimization methods based on response surfaces J Glob Optim 21 345 383
    • (2001) J Glob Optim , vol.21 , pp. 345-383
    • Jones, D.R.1
  • 17
    • 0036540226 scopus 로고    scopus 로고
    • Constraint handling improvements for multi-objective genetic algorithms
    • A Kurpati S Azarm J Wu 2002 Constraint handling improvements for multi-objective genetic algorithms Struct Multidisc Optim 23 204 213
    • (2002) Struct Multidisc Optim , vol.23 , pp. 204-213
    • Kurpati, A.1    Azarm, S.2    Wu, J.3
  • 19
    • 33644985150 scopus 로고    scopus 로고
    • Approximation of multiresponse engineering simulations: A dependent metamodeling approach
    • G Li S Azarm A Farhang Mehr A Diaz 2006 Approximation of multiresponse engineering simulations: a dependent metamodeling approach Struct Multidisc Optim 31 260 269
    • (2006) Struct Multidisc Optim , vol.31 , pp. 260-269
    • Li, G.1    Azarm, S.2    Farhang Mehr, A.3    Diaz, A.4
  • 20
    • 34247601764 scopus 로고    scopus 로고
    • Optimizing thermal design of data center cabinets with a new multi-objective genetic algorithm
    • G Li M Li S Azarm J Rambo Y Joshi 2007 Optimizing thermal design of data center cabinets with a new multi-objective genetic algorithm Distributed and Parallel Databases 21 167 192
    • (2007) Distributed and Parallel Databases , vol.21 , pp. 167-192
    • Li, G.1    Li, M.2    Azarm, S.3    Rambo, J.4    Joshi, Y.5
  • 21
    • 44649083156 scopus 로고    scopus 로고
    • A kriging metamodel assisted multi-objective genetic algorithm for design optimization
    • doi:10.1115/s1.2829879
    • M Li G Li S Azarm 2008 A kriging metamodel assisted multi-objective genetic algorithm for design optimization J Mech Des 130 031401 doi:10.1115/s1.2829879
    • (2008) J Mech des , vol.130 , pp. 031401
    • Li, M.1    Li, G.2    Azarm, S.3
  • 22
    • 0001249987 scopus 로고
    • On a measure of the information provided by an experiment
    • DV Lindley 1956 On a measure of the information provided by an experiment Ann Math Stat 27 986 1005
    • (1956) Ann Math Stat , vol.27 , pp. 986-1005
    • Lindley, D.V.1
  • 25
    • 84901394503 scopus 로고    scopus 로고
    • Computationally effective search and optimization procedure using coarse to fine approximations
    • Canberra, Australia
    • Nain P, Deb K (2003) Computationally effective search and optimization procedure using coarse to fine approximations. Proceedings of the congress on evolutionary computation (CEC-2003). Canberra, Australia, pp 2081-2088
    • (2003) Proceedings of the Congress on Evolutionary Computation (CEC-2003) , pp. 2081-2088
    • Nain, P.1    Deb, K.2
  • 26
    • 1842812212 scopus 로고    scopus 로고
    • Multiobjective optimization of rolling rod product design using metamodeling approach
    • New York City, NY
    • Oduguwa V, Roy R (2002) Multiobjective optimization of rolling rod product design using metamodeling approach. Proceedings of the genetic evolutionary computation conference. New York City, NY, pp 1164-1171
    • (2002) Proceedings of the Genetic Evolutionary Computation Conference , pp. 1164-1171
    • Oduguwa, V.1    Roy, R.2
  • 27
    • 18544381254 scopus 로고    scopus 로고
    • Informed operators: Speeding up genetic-algorithm-based design optimization using reduced models
    • Las Vegas, NV
    • Rasheed K (2000) Informed operators: speeding up genetic-algorithm-based design optimization using reduced models. Proceedings of the genetic and evolutionary computation conference. Las Vegas, NV, pp 628-635
    • (2000) Proceedings of the Genetic and Evolutionary Computation Conference , pp. 628-635
    • Rasheed, K.1
  • 28
    • 21144448572 scopus 로고    scopus 로고
    • Comparison of methods for developing dynamic reduced models for design optimization
    • K Rasheed X Ni S Vattam 2005 Comparison of methods for developing dynamic reduced models for design optimization Soft Comput 9 29 37
    • (2005) Soft Comput , vol.9 , pp. 29-37
    • Rasheed, K.1    Ni, X.2    Vattam, S.3
  • 29
    • 0032095230 scopus 로고    scopus 로고
    • Response surface approximations for structural optimization
    • WJ Roux N Stander RT Haftka 1998 Response surface approximations for structural optimization Int J Numer Methods Eng 42 517 534
    • (1998) Int J Numer Methods Eng , vol.42 , pp. 517-534
    • Roux, W.J.1    Stander, N.2    Haftka, R.T.3
  • 30
    • 23844480435 scopus 로고    scopus 로고
    • A survey of approximation methods in multiobjective programming
    • S Ruzika MM Wiecek 2003 A survey of approximation methods in multiobjective programming J Optim Theory Appl 126 473 501
    • (2003) J Optim Theory Appl , vol.126 , pp. 473-501
    • Ruzika, S.1    Wiecek, M.M.2
  • 33
    • 24344478637 scopus 로고    scopus 로고
    • An efficient Pareto set identification approach for multiobjective optimization on black-box functions
    • S Shan GG Wang 2005 An efficient Pareto set identification approach for multiobjective optimization on black-box functions J Mech Des 127 866 874
    • (2005) J Mech des , vol.127 , pp. 866-874
    • Shan, S.1    Wang, G.G.2
  • 34
    • 84887286113 scopus 로고
    • Maximum entropy sampling
    • MC Shewry HP Wynn 1987 Maximum entropy sampling J Appl Stat 14 165 170
    • (1987) J Appl Stat , vol.14 , pp. 165-170
    • Shewry, M.C.1    Wynn, H.P.2
  • 36
    • 58049178933 scopus 로고    scopus 로고
    • Engineering and design-practical aspects of applying geostatistics at hazardous, toxic, and radioactive waste sites
    • US Army Corps of Engineers Internet Publishing Group ETL
    • US Army Corps of Engineers Internet Publishing Group (1997) Engineering and design-practical aspects of applying geostatistics at hazardous, toxic, and radioactive waste sites. Technical Letter, ETL, 1110-1-175
    • (1997) Technical Letter
  • 38
    • 0001823017 scopus 로고    scopus 로고
    • Metrics for quality assessment of a multiobjective design optimization solution set
    • doi:10.1115/1.1329875
    • J Wu S Azarm 2001 Metrics for quality assessment of a multiobjective design optimization solution set J Mech Des 123 18 25 doi:10.1115/1.1329875
    • (2001) J Mech des , vol.123 , pp. 18-25
    • Wu, J.1    Azarm, S.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.