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Volumn 18, Issue 2, 2014, Pages 180-192

A gaussian process surrogate model assisted evolutionary algorithm for medium scale expensive optimization problems

Author keywords

Dimension reduction; expensive optimization; Gaussian process; prescreening; space mapping; surrogate model assisted evolutionary computation; surrogate models

Indexed keywords

COMPUTER AIDED DESIGN; COMPUTER SIMULATION; DECISION MAKING; EVOLUTIONARY ALGORITHMS; GAUSSIAN DISTRIBUTION; GAUSSIAN NOISE (ELECTRONIC); OPTIMIZATION; POWER AMPLIFIERS;

EID: 84897495688     PISSN: 1089778X     EISSN: None     Source Type: Journal    
DOI: 10.1109/TEVC.2013.2248012     Document Type: Article
Times cited : (503)

References (29)
  • 1
    • 77953081384 scopus 로고    scopus 로고
    • Generalizing surrogateassisted evolutionary computation
    • Jun
    • D. Lim, Y. Jin, Y. Ong, and B. Sendhoff, "Generalizing surrogateassisted evolutionary computation," IEEE Trans. Evolut. Comput., vol. 14, no. 3, pp. 329-355, Jun. 2010.
    • (2010) IEEE Trans. Evolut. Comput , vol.14 , Issue.3 , pp. 329-355
    • Lim, D.1    Jin, Y.2    Ong, Y.3    Sendhoff, B.4
  • 2
    • 31744437433 scopus 로고    scopus 로고
    • ParEGO: A hybrid algorithm with on-line landscape approximation for expensive multiobjective optimization problems
    • DOI 10.1109/TEVC.2005.851274
    • J. Knowles, "ParEGO: A hybrid algorithm with on-line landscape approximation for expensive multiobjective optimization problems," IEEE Trans. Evolut. Comput., vol. 10, no. 1, pp. 50-66, Feb. 2006. (Pubitemid 43174985)
    • (2006) IEEE Transactions on Evolutionary Computation , vol.10 , Issue.1 , pp. 50-66
    • Knowles, J.1
  • 5
    • 13944267874 scopus 로고    scopus 로고
    • Analysis of RF MEMS switch packaging process for yield improvement
    • DOI 10.1109/TADVP.2004.841654
    • L. Mercado, S. Kuo, T. Lee, and R. Lee, "Analysis of RF MEMS switch packaging process for yield improvement," IEEE Trans. Adv. Packaging, vol. 28, no. 1, pp. 134-141, Feb. 2005. (Pubitemid 40264704)
    • (2005) IEEE Transactions on Advanced Packaging , vol.28 , Issue.1 , pp. 134-141
    • Mercado, L.L.1    Kuo, S.-M.2    Lee, T.-Y.3    Lee, R.4
  • 7
    • 0000561424 scopus 로고    scopus 로고
    • Efficient global optimization of expensive black-box functions
    • D. Jones, M. Schonlau, and W. Welch, "Efficient global optimization of expensive black-box functions," J. Global Optim., vol. 13, no. 4, pp. 455-492, 1998. (Pubitemid 128507405)
    • (1998) Journal of Global Optimization , vol.13 , Issue.4 , pp. 455-492
    • Jones, D.R.1    Schonlau, M.2    Welch, W.J.3
  • 8
    • 21144433756 scopus 로고    scopus 로고
    • A comprehensive survey of fitness approximation in evolutionary computation
    • DOI 10.1007/s00500-003-0328-5
    • Y. Jin, "A comprehensive survey of fitness approximation in evolutionary computation," Soft Computing-Fusion Foundations, Methodologies Appl., vol. 9, no. 1, pp. 3-12, 2005. (Pubitemid 40097880)
    • (2005) SOFT COMPUTING , vol.9 , Issue.1 , pp. 3-12
    • Jin, Y.1
  • 9
    • 80053247754 scopus 로고    scopus 로고
    • Synthesis of integrated passive components for high-frequency RF ICs based on evolutionary computation and machine learning techniques
    • Oct
    • B. Liu, D. Zhao, P. Reynaert, and G. Gielen, "Synthesis of integrated passive components for high-frequency RF ICs based on evolutionary computation and machine learning techniques," IEEE Trans. Computer- Aided Design Integr. Circuits Syst., vol. 30, no. 10, pp. 1458-1468, Oct. 2011.
    • (2011) IEEE Trans. Computer- Aided Design Integr. Circuits Syst , vol.30 , Issue.10 , pp. 1458-1468
    • Liu, B.1    Zhao, D.2    Reynaert, P.3    Gielen, G.4
  • 10
    • 33747424045 scopus 로고    scopus 로고
    • Single- and multiobjective evolutionary optimization assisted by Gaussian random field metamodels
    • DOI 10.1109/TEVC.2005.859463
    • M. Emmerich, K. Giannakoglou, and B. Naujoks, "Single-and multiobjective evolutionary optimization assisted by Gaussian random field metamodels," IEEE Trans. Evolut. Comput., vol. 10, no. 4, pp. 421-439, Aug. 2006. (Pubitemid 44251376)
    • (2006) IEEE Transactions on Evolutionary Computation , vol.10 , Issue.4 , pp. 421-439
    • Emmerich, M.T.M.1    Giannakoglou, K.C.2    Naujoks, B.3
  • 12
    • 0035577808 scopus 로고    scopus 로고
    • A taxonomy of global optimization methods based on response surfaces
    • DOI 10.1023/A:1012771025575
    • D. Jones, "A taxonomy of global optimization methods based on response surfaces," J. Global Optimization, vol. 21, no. 4, pp. 345-383, 2001. (Pubitemid 33672374)
    • (2001) Journal of Global Optimization , vol.21 , Issue.4 , pp. 345-383
    • Jones, D.R.1
  • 13
    • 0036198088 scopus 로고    scopus 로고
    • Design of optimal aerodynamic shapes using stochastic optimization methods and computational intelligence
    • DOI 10.1016/S0376-0421(01)00019-7, PII S0376042101000197
    • K. Giannakoglou, "Design of optimal aerodynamic shapes using stochastic optimization methods and computational intelligence," Progr. Aerospace Sci., vol. 38, no. 1, pp. 43-76, 2002. (Pubitemid 34201146)
    • (2002) Progress in Aerospace Sciences , vol.38 , Issue.1 , pp. 43-76
    • Giannakoglou, K.C.1
  • 14
    • 37649016052 scopus 로고    scopus 로고
    • Hybrid evolutionary algorithm with hermite radial basis function interpolants for computationally expensive adjoint solvers
    • Y. Ong, K. Y. Lum, and P. Nair, "Hybrid evolutionary algorithm with hermite radial basis function interpolants for computationally expensive adjoint solvers," Computat. Optimization Appl., vol. 39, no. 1, pp. 97-119, 2008.
    • (2008) Computat. Optimization Appl , vol.39 , Issue.1 , pp. 97-119
    • Ong, Y.1    Lum, K.Y.2    Nair, P.3
  • 15
    • 77953083432 scopus 로고    scopus 로고
    • Expensive multiobjective optimization by MOEA/D with Gaussian process model
    • Jun
    • Q. Zhang, W. Liu, E. Tsang, and B. Virginas, "Expensive multiobjective optimization by MOEA/D with Gaussian process model," IEEE Trans. Evolut. Comput., vol. 14, no. 3, pp. 456-474, Jun. 2010.
    • (2010) IEEE Trans. Evolut. Comput , vol.14 , Issue.3 , pp. 456-474
    • Zhang, Q.1    Liu, W.2    Tsang, E.3    Virginas, B.4
  • 16
    • 84860393384 scopus 로고    scopus 로고
    • Multi-objective optimization using surrogates
    • Berlin-Heidelberg, Germany: Springer-Verlag, ch. 7
    • I. Voutchkov and A. Keane, "Multi-objective optimization using surrogates," in Computer Intelligence Optimization. Berlin-Heidelberg, Germany: Springer-Verlag, 2010, ch. 7, pp. 155-175.
    • (2010) Computer Intelligence Optimization , pp. 155-175
    • Voutchkov, I.1    Keane, A.2
  • 18
    • 80053494858 scopus 로고    scopus 로고
    • Nonlinear dynamic systems modeling using Gaussian processes: Predicting ionospheric total electron content over South Africa
    • E. Ackermann, J. de Villiers, and P. Cilliers, "Nonlinear dynamic systems modeling using Gaussian processes: Predicting ionospheric total electron content over South Africa," J. Geophys. Res, vol. 116, no. A10, p. A10303, 2011.
    • (2011) J. Geophys. Res , vol.116
    • Ackermann, E.1    De Villiers, J.2    Cilliers, P.3
  • 20
    • 77956916106 scopus 로고    scopus 로고
    • A surrogate modeling and adaptive sampling toolbox for computer based design
    • Jul
    • D. Gorissen, I. Couckuyt, P. Demeester, T. Dhaene, and K. Crombecq, "A surrogate modeling and adaptive sampling toolbox for computer based design," J. Mach. Learning Res., vol. 11, pp. 2051-2055, Jul. 2010.
    • (2010) J. Mach. Learning Res , vol.11 , pp. 2051-2055
    • Gorissen, D.1    Couckuyt, I.2    Demeester, P.3    Dhaene, T.4    Crombecq, K.5
  • 22
    • 84972517827 scopus 로고
    • Design and analysis of computer experiments
    • J. Sacks, W. Welch, T. Mitchell, and H. Wynn, "Design and analysis of computer experiments," Stat. Sci., vol. 4, no. 4, pp. 409-423, 1989.
    • (1989) Stat. Sci , vol.4 , Issue.4 , pp. 409-423
    • Sacks, J.1    Welch, W.2    Mitchell, T.3    Wynn, H.4
  • 23
    • 70449620377 scopus 로고    scopus 로고
    • Dimensionality reduction: A comparative review
    • L. Maaten, E. Postma, and H. Herik, "Dimensionality reduction: A comparative review," Published Online, vol. 71, no. 1, pp. 2596-2603, 2008.
    • (2008) Published Online , vol.71 , Issue.1 , pp. 2596-2603
    • Maaten, L.1    Postma, E.2    Herik, H.3
  • 24
    • 84887006810 scopus 로고
    • A nonlinear mapping for data structure analysis
    • May
    • J. Sammon, Jr, "A nonlinear mapping for data structure analysis," IEEE Trans. Comput., vol. 100, no. 5, pp. 401-409, May 1969.
    • (1969) IEEE Trans. Comput , vol.100 , Issue.5 , pp. 401-409
    • Sammon Jr., J.1
  • 27
    • 0023349730 scopus 로고
    • Large sample properties of simulations using latin hypercube sampling
    • M. Stein, "Large sample properties of simulations using latin hypercube sampling," Technometrics, vol. 29, no. 2, pp. 143-151, 1987. (Pubitemid 17588123)
    • (1987) Technometrics , vol.29 , Issue.2 , pp. 143-151
    • Stein Michael1
  • 29
    • 79956144016 scopus 로고    scopus 로고
    • A 60 GHz 14 dBm power amplifier with a transformer-based power combiner in 65 nm CMOS
    • D. Zhao, Y. He, L. Li, D. Joos, W. Philibert, and P. Reynaert, "A 60 GHz 14 dBm power amplifier with a transformer-based power combiner in 65 nm CMOS," Int. J. Microwave Wireless Technol., vol. 3, no. 2, pp. 99-105, 2011.
    • (2011) Int. J. Microwave Wireless Technol , vol.3 , Issue.2 , pp. 99-105
    • Zhao, D.1    He, Y.2    Li, L.3    Joos, D.4    Philibert, W.5    Reynaert, P.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.