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Volumn 256, Issue 1, 2017, Pages 1-16

Regression and Kriging metamodels with their experimental designs in simulation: A review

Author keywords

Design; Kriging; Metamodel; Regression; Robustness and sensitivity

Indexed keywords

DESIGN; GLOBAL OPTIMIZATION; INTERPOLATION; POLYNOMIALS; REGRESSION ANALYSIS;

EID: 84990216175     PISSN: 03772217     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ejor.2016.06.041     Document Type: Review
Times cited : (291)

References (62)
  • 1
    • 67449149122 scopus 로고    scopus 로고
    • Black box simulation optimization: Generalized response surface methodology
    • Tilburg University Tilburg, Netherlands Also published in 2011 by VDM Verlag Dr. Müller, Saarbrücken, Germany.
    • Angün, M.E., Black box simulation optimization: Generalized response surface methodology. CentER dissertation series, 2004, Tilburg University, Tilburg, Netherlands Also published in 2011 by VDM Verlag Dr. Müller, Saarbrücken, Germany.
    • (2004) CentER dissertation series
    • Angün, M.E.1
  • 2
    • 77951184800 scopus 로고    scopus 로고
    • Stochastic Kriging for simulation metamodeling
    • Ankenman, B., Nelson, B., Staum, J., Stochastic Kriging for simulation metamodeling. Operations Research 58:2 (2010), 371–382.
    • (2010) Operations Research , vol.58 , Issue.2 , pp. 371-382
    • Ankenman, B.1    Nelson, B.2    Staum, J.3
  • 3
    • 0031372234 scopus 로고    scopus 로고
    • Design of experiments for fitting subsystem metamodels
    • S. Andradóttir K.J. Healy D.H. Withers B.L. Nelson
    • Barton, R.R., Design of experiments for fitting subsystem metamodels. Andradóttir, S., Healy, K.J., Withers, D.H., Nelson, B.L., (eds.) Proceedings of the 1997 winter simulation conference, 1997, 303–310.
    • (1997) Proceedings of the 1997 winter simulation conference , pp. 303-310
    • Barton, R.R.1
  • 5
    • 67649253089 scopus 로고    scopus 로고
    • Simulation-based cycle-time quantile estimation in manufacturing settings employing non-FIFO dispatching policies
    • June
    • Bekki, J.M., Fowler, J.W., Mackulak, G.T., Kulahci, M., Simulation-based cycle-time quantile estimation in manufacturing settings employing non-FIFO dispatching policies. Journal of Simulation 3:2 (2009), 69–128 June.
    • (2009) Journal of Simulation , vol.3 , Issue.2 , pp. 69-128
    • Bekki, J.M.1    Fowler, J.W.2    Mackulak, G.T.3    Kulahci, M.4
  • 7
    • 67349243376 scopus 로고    scopus 로고
    • Statistical testing of optimality conditions in multiresponse simulation-based optimization
    • Bettonvil, B.W.M., Castillo, E.D., Kleijnen, J.P.C., Statistical testing of optimality conditions in multiresponse simulation-based optimization. European Journal of Operational Research 199:2 (2009), 448–458.
    • (2009) European Journal of Operational Research , vol.199 , Issue.2 , pp. 448-458
    • Bettonvil, B.W.M.1    Castillo, E.D.2    Kleijnen, J.P.C.3
  • 8
    • 84860796007 scopus 로고    scopus 로고
    • Resampling methods for meta-model validation with recommendations for evolutionary computation
    • Bischl, B., Mersmann, O., Trautmann, H., Weihs, C., Resampling methods for meta-model validation with recommendations for evolutionary computation. Evolutionary Computation 20:2 (2012), 249–275.
    • (2012) Evolutionary Computation , vol.20 , Issue.2 , pp. 249-275
    • Bischl, B.1    Mersmann, O.2    Trautmann, H.3    Weihs, C.4
  • 11
    • 84897833983 scopus 로고    scopus 로고
    • Combining STRONG with screening designs for large-scale simulation optimization
    • Chang, K.-H., Li, M.-K., Wan, H., Combining STRONG with screening designs for large-scale simulation optimization. IIE Transactions 46:4 (2014), 357–373.
    • (2014) IIE Transactions , vol.46 , Issue.4 , pp. 357-373
    • Chang, K.-H.1    Li, M.-K.2    Wan, H.3
  • 12
    • 33644619927 scopus 로고    scopus 로고
    • A review on design, modeling, and applications of computer experiments
    • Chen, V.C.P., Tsui, K.-L., Barton, R.R., Meckesheimer, M., A review on design, modeling, and applications of computer experiments. IIE Transactions 38 (2006), 273–291.
    • (2006) IIE Transactions , vol.38 , pp. 273-291
    • Chen, V.C.P.1    Tsui, K.-L.2    Barton, R.R.3    Meckesheimer, M.4
  • 13
    • 84894158330 scopus 로고    scopus 로고
    • Building metamodels for quantile-based measures using sectioning
    • R. Pasupathy S.-H. Kim A. Tolk R. Hill M.E. Kuhl
    • Chen, X., Kim, K.-K., Building metamodels for quantile-based measures using sectioning. Pasupathy, R., Kim, S.-H., Tolk, A., Hill, R., Kuhl, M.E., (eds.) Proceedings of the 2013 winter simulation conference, 2013, 521–532.
    • (2013) Proceedings of the 2013 winter simulation conference , pp. 521-532
    • Chen, X.1    Kim, K.-K.2
  • 14
    • 84918566907 scopus 로고    scopus 로고
    • Fast parallel kriging-based stepwise uncertainty reduction with application to the identification of an excursion set
    • Chevalier, C., Ginsbourger, D., Bect, J., Vazquez, E., Picheny, V., Richet, Y., Fast parallel kriging-based stepwise uncertainty reduction with application to the identification of an excursion set. Technometrics 56:4 (2014), 455–465.
    • (2014) Technometrics , vol.56 , Issue.4 , pp. 455-465
    • Chevalier, C.1    Ginsbourger, D.2    Bect, J.3    Vazquez, E.4    Picheny, V.5    Richet, Y.6
  • 16
    • 84861197203 scopus 로고    scopus 로고
    • Efficient space-filling and non-collapsing sequential design strategies for simulation-based modeling
    • Crombecq, K., Laermans, E., Dhaene, T., Efficient space-filling and non-collapsing sequential design strategies for simulation-based modeling. European Journal of Operational Research 214 (2011), 683–696.
    • (2011) European Journal of Operational Research , vol.214 , pp. 683-696
    • Crombecq, K.1    Laermans, E.2    Dhaene, T.3
  • 17
    • 80655132498 scopus 로고    scopus 로고
    • Robust optimization in simulation: Taguchi and Krige combined
    • Dellino, G., Kleijnen, J.P.C., Meloni, C., Robust optimization in simulation: Taguchi and Krige combined. INFORMS Journal on Computing 24:3 (2012), 471–484.
    • (2012) INFORMS Journal on Computing , vol.24 , Issue.3 , pp. 471-484
    • Dellino, G.1    Kleijnen, J.P.C.2    Meloni, C.3
  • 18
  • 19
    • 84922348238 scopus 로고    scopus 로고
    • Extending morris method: identification of the interaction graph using cycle-equitable designs
    • Fédou, J.-M., Rendas, M.-J., Extending morris method: identification of the interaction graph using cycle-equitable designs. Journal of Statistical Computation and Simulation 85:7 (2015), 1398–1419.
    • (2015) Journal of Statistical Computation and Simulation , vol.85 , Issue.7 , pp. 1398-1419
    • Fédou, J.-M.1    Rendas, M.-J.2
  • 20
    • 77958043339 scopus 로고    scopus 로고
    • Nested simulation in portfolio risk measurement
    • Gordy, M.B., Juneja, S., Nested simulation in portfolio risk measurement. Management Science 56:11 (2010), 1833–1848.
    • (2010) Management Science , vol.56 , Issue.11 , pp. 1833-1848
    • Gordy, M.B.1    Juneja, S.2
  • 21
    • 84887837391 scopus 로고    scopus 로고
    • Performance assessment for the proposed high-level radioactive waste repository at yucca mountain, nevada
    • Helton, J.C., Hansen, C.W., Swift, P.N., Performance assessment for the proposed high-level radioactive waste repository at yucca mountain, nevada. Reliability Engineering and System Safety 122 (2014), 1–6.
    • (2014) Reliability Engineering and System Safety , vol.122 , pp. 1-6
    • Helton, J.C.1    Hansen, C.W.2    Swift, P.N.3
  • 22
  • 23
    • 0000561424 scopus 로고    scopus 로고
    • Efficient global optimization of expensive black-box functions
    • Jones, D.R., Schonlau, M., Welch, W.J., Efficient global optimization of expensive black-box functions. Journal of Global Optimization 13 (1998), 455–492.
    • (1998) Journal of Global Optimization , vol.13 , pp. 455-492
    • Jones, D.R.1    Schonlau, M.2    Welch, W.J.3
  • 26
    • 10444244845 scopus 로고    scopus 로고
    • An overview of the design and analysis of simulation experiments for sensitivity analysis
    • Kleijnen, J.P.C., An overview of the design and analysis of simulation experiments for sensitivity analysis. European Journal of Operational Research 164:2 (2005), 287–300.
    • (2005) European Journal of Operational Research , vol.164 , Issue.2 , pp. 287-300
    • Kleijnen, J.P.C.1
  • 27
  • 29
    • 84875941870 scopus 로고    scopus 로고
    • Monotonicity-preserving bootstrapped Kriging metamodels for expensive simulations
    • Kleijnen, J.P.C., Van Beers, W.C.M., Monotonicity-preserving bootstrapped Kriging metamodels for expensive simulations. Journal Operational Research Society 64 (2013), 708–717.
    • (2013) Journal Operational Research Society , vol.64 , pp. 708-717
    • Kleijnen, J.P.C.1    Van Beers, W.C.M.2
  • 31
    • 25844480252 scopus 로고    scopus 로고
    • Validation of regression metamodels in simulation: bootstrap approach
    • Kleijnen, J.P.C., Deflandre, D., Validation of regression metamodels in simulation: bootstrap approach. European Journal of Operational Research 170:1 (2006), 120–131.
    • (2006) European Journal of Operational Research , vol.170 , Issue.1 , pp. 120-131
    • Kleijnen, J.P.C.1    Deflandre, D.2
  • 32
    • 0037449249 scopus 로고    scopus 로고
    • Short-term robustness of production-management systems: a case study
    • Kleijnen, J.P.C., Gaury, E.G.A., Short-term robustness of production-management systems: a case study. European Journal of Operational Research 148:2 (2003), 452–465.
    • (2003) European Journal of Operational Research , vol.148 , Issue.2 , pp. 452-465
    • Kleijnen, J.P.C.1    Gaury, E.G.A.2
  • 33
    • 78649486616 scopus 로고    scopus 로고
    • Methodology for determining the acceptability of system designs in uncertain environments
    • Kleijnen, J.P.C., Pierreval, H., Zhang, J., Methodology for determining the acceptability of system designs in uncertain environments. European Journal of Operational Research 209:2 (2011), 176–183.
    • (2011) European Journal of Operational Research , vol.209 , Issue.2 , pp. 176-183
    • Kleijnen, J.P.C.1    Pierreval, H.2    Zhang, J.3
  • 34
    • 84954468789 scopus 로고    scopus 로고
    • Efficient multi-criteria optimization on noisy machine learning problems
    • Koch, P., Wagner, T., Emmerich, M.T.M., Bäck, T., Konen, W., Efficient multi-criteria optimization on noisy machine learning problems. Applied Soft Computing 29 (2015), 357–370.
    • (2015) Applied Soft Computing , vol.29 , pp. 357-370
    • Koch, P.1    Wagner, T.2    Emmerich, M.T.M.3    Bäck, T.4    Konen, W.5
  • 37
    • 70549096873 scopus 로고    scopus 로고
    • Choosing the sample size of a computer experiment: a practical guide
    • Loeppky, J.L., Sacks, J., Welch, W., Choosing the sample size of a computer experiment: a practical guide. Technometrics 51:4 (2009), 366–376.
    • (2009) Technometrics , vol.51 , Issue.4 , pp. 366-376
    • Loeppky, J.L.1    Sacks, J.2    Welch, W.3
  • 43
    • 84961288324 scopus 로고    scopus 로고
    • ‘some tactical problems in digital simulation’ for the next 10 years
    • Nelson, B.L., ‘some tactical problems in digital simulation’ for the next 10 years. Journal of Simulation 10 (2016), 2–11.
    • (2016) Journal of Simulation , vol.10 , pp. 2-11
    • Nelson, B.L.1
  • 44
    • 84867843545 scopus 로고    scopus 로고
    • High-Dimensional Model-Based Optimization Based on Noisy Evaluations of Computer Games
    • Hamadi Y. Schoenauer M. Springer-Verlag Berlin Heidelberg
    • Preuss, M., Wagner, T., Ginsbourger, D., High-Dimensional Model-Based Optimization Based on Noisy Evaluations of Computer Games. Hamadi, Y., Schoenauer, M., (eds.) LION 6, LNCS 7219, 2012, Springer-Verlag Berlin Heidelberg, 145–159.
    • (2012) LION 6 , vol.LNCS 7219 , pp. 145-159
    • Preuss, M.1    Wagner, T.2    Ginsbourger, D.3
  • 46
    • 33947265194 scopus 로고    scopus 로고
    • Statistical properties of rechtschaffner designs
    • Qu, X., Statistical properties of rechtschaffner designs. Journal of Statistical Planning and Inference 137 (2007), 2156–2164.
    • (2007) Journal of Statistical Planning and Inference , vol.137 , pp. 2156-2164
    • Qu, X.1
  • 48
    • 77955340738 scopus 로고    scopus 로고
    • Minimum aberration fractional factorial designs with large n
    • Ryan, K.J., Bulutoglu, D.A., Minimum aberration fractional factorial designs with large n. Technometrics 52:2 (2010), 250–255.
    • (2010) Technometrics , vol.52 , Issue.2 , pp. 250-255
    • Ryan, K.J.1    Bulutoglu, D.A.2
  • 50
    • 84955100912 scopus 로고    scopus 로고
    • Switching regression metamodels in stochastic simulation
    • Santos, M.I., Santos, P.M., Switching regression metamodels in stochastic simulation. European Journal of Operational Research 251:1 (2016), 142–147.
    • (2016) European Journal of Operational Research , vol.251 , Issue.1 , pp. 142-147
    • Santos, M.I.1    Santos, P.M.2
  • 51
    • 84898814545 scopus 로고    scopus 로고
    • Factor screening for simulation with multiple responses: sequential bifurcation
    • Shi, W., Kleijnen, J.P.C., Liu, Z., Factor screening for simulation with multiple responses: sequential bifurcation. European Journal of Operational Research 237:1 (2014), 136–147.
    • (2014) European Journal of Operational Research , vol.237 , Issue.1 , pp. 136-147
    • Shi, W.1    Kleijnen, J.P.C.2    Liu, Z.3
  • 52
    • 70349322752 scopus 로고    scopus 로고
    • Graph based isomorph-free generation of two-level regular fractional factorial designs
    • Shrivastava, A.K., Ding, Y., Graph based isomorph-free generation of two-level regular fractional factorial designs. Journal of Statistical Planning and Inference 140 (2010), 169–179.
    • (2010) Journal of Statistical Planning and Inference , vol.140 , pp. 169-179
    • Shrivastava, A.K.1    Ding, Y.2
  • 54
    • 84940490308 scopus 로고    scopus 로고
    • On the use of gradients in kriging surrogate models
    • A. Tolk S.Y. Diallo I.O. Ryzhov L. Yilmaz S. Buckley J.A. Miller
    • Ulaganathan, S., Couckuyt, I., Dhaene, T., Laermans, E., On the use of gradients in kriging surrogate models. Tolk, A., Diallo, S.Y., Ryzhov, I.O., Yilmaz, L., Buckley, S., Miller, J.A., (eds.) Proceedings of the 2014 winter simulation conference, 2014, 2692–2701.
    • (2014) Proceedings of the 2014 winter simulation conference , pp. 2692-2701
    • Ulaganathan, S.1    Couckuyt, I.2    Dhaene, T.3    Laermans, E.4
  • 55
    • 35549002315 scopus 로고    scopus 로고
    • Customized sequential designs for random simulation experiments: Kriging metamodeling and bootstrapping
    • Van Beers, W.C.M., Kleijnen, J.P.C., Customized sequential designs for random simulation experiments: Kriging metamodeling and bootstrapping. European Journal of Operational Research 186:3 (2008), 1099–1113.
    • (2008) European Journal of Operational Research , vol.186 , Issue.3 , pp. 1099-1113
    • Van Beers, W.C.M.1    Kleijnen, J.P.C.2
  • 56
    • 77955504879 scopus 로고    scopus 로고
    • Improving the efficiency and efficacy of controlled sequential bifurcation for simulation factor screening
    • Wan, H., Ankenman, B.E., Nelson, B.L., Improving the efficiency and efficacy of controlled sequential bifurcation for simulation factor screening. INFORMS Journal on Computing 22:3 (2010), 482–492.
    • (2010) INFORMS Journal on Computing , vol.22 , Issue.3 , pp. 482-492
    • Wan, H.1    Ankenman, B.E.2    Nelson, B.L.3
  • 60
    • 84956581115 scopus 로고    scopus 로고
    • Adjustable robust parameter design with unknown distributions
    • Yanikoğlu, I., den Hertog, D., Kleijnen, J.P.C., Adjustable robust parameter design with unknown distributions. IIE Transactions 48:3 (2016), 298–312.
    • (2016) IIE Transactions , vol.48 , Issue.3 , pp. 298-312
    • Yanikoğlu, I.1    den Hertog, D.2    Kleijnen, J.P.C.3
  • 61
    • 77951518307 scopus 로고    scopus 로고
    • A study on the effects of parameter estimation on Kriging model's prediction error in stochastic simulation
    • M.D. Rossini R.R. Hill B. Johansson A. Dunkin R.G. Ingalls
    • Yin, J., Ng, S.H., Ng, K.M., A study on the effects of parameter estimation on Kriging model's prediction error in stochastic simulation. Rossini, M.D., Hill, R.R., Johansson, B., Dunkin, A., Ingalls, R.G., (eds.) Proceedings of the 2009 winter simulation conference, 2009, 674–685.
    • (2009) Proceedings of the 2009 winter simulation conference , pp. 674-685
    • Yin, J.1    Ng, S.H.2    Ng, K.M.3
  • 62
    • 84928521567 scopus 로고    scopus 로고
    • Calibration, validation and prediction in random simulation models: Gaussian process metamodels and a bayesian integrated solution
    • Article 18.
    • Yuan, J., Ng, S.H., Calibration, validation and prediction in random simulation models: Gaussian process metamodels and a bayesian integrated solution. Transactions on Modeling and Computer Simulation 25:3 (2015), 1–25 Article 18.
    • (2015) Transactions on Modeling and Computer Simulation , vol.25 , Issue.3 , pp. 1-25
    • Yuan, J.1    Ng, S.H.2


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