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Volumn , Issue , 2009, Pages 815-821

Comparison of neural network and Kriging method for creating simulation-optimization metamodels

Author keywords

Kriging approximation; Metamodel performance; Neural network; Simulation optimization

Indexed keywords

CORRELATION FUNCTION; DESIGN SPACES; EMPIRICAL FORMULAS; GRADIENT-BASED SEARCH; HIDDEN LAYERS; INITIAL EXPLORATION; KRIGING; KRIGING METAMODELS; KRIGING METHODS; LOCAL OPTIMA; META MODEL; METAMODELING; METAMODELING METHODS; NEURAL NETWORK SIMULATIONS; PERFORMANCE COMPARISON; PERFORMANCE MEASURE; REALISTIC SIMULATION; RESEARCH RESULTS; SIMULATION OPTIMIZATION; TEST FUNCTIONS;

EID: 77950589633     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/DASC.2009.46     Document Type: Conference Paper
Times cited : (9)

References (8)
  • 1
    • 58549086381 scopus 로고    scopus 로고
    • Recent advances in surrogate-based optimization
    • A. I. Forrester and A. J. Keane, "Recent advances in surrogate-based optimization," Progress in Aerospace Sciences, vol. 45, pp. 50-79, 2009.
    • (2009) Progress in Aerospace Sciences , vol.45 , pp. 50-79
    • Forrester, A.I.1    Keane, A.J.2
  • 2
    • 41549166472 scopus 로고    scopus 로고
    • Development of metamodeling based optimization system for high nonlinear engineering problems
    • H. Wang, E. Li, G. Y. Li and Z. H. Zhong. "Development of metamodeling based optimization system for high nonlinear engineering problems," Advances in Engineering Software, vol. 39, pp. 629-645, 2008.
    • (2008) Advances in Engineering Software , vol.39 , pp. 629-645
    • Wang, H.1    Li, E.2    Li, G.Y.3    Zhong, Z.H.4
  • 5
    • 0036335633 scopus 로고    scopus 로고
    • Performance measures for selection of metamodels to be used in simulation optimization
    • A. C. Keys, L. P. Rees and A. G. Greenwood, "Performance measures for selection of metamodels to be used in simulation optimization," Decision Sciences, vol. 33, pp. 31-57, 2002.
    • (2002) Decision Sciences , vol.33 , pp. 31-57
    • Keys, A.C.1    Rees, L.P.2    Greenwood, A.G.3
  • 8
    • 0025536870 scopus 로고
    • Improving the learning speed of 2-layer neural network by choosing initial values of the adaptive weights
    • March
    • D. Nguyen and B. Widrow, "Improving the learning speed of 2-layer neural network by choosing initial values of the adaptive weights," Proceeding of the International Joint Conference on Neural Networks, pp. 21-26, March, 1990.
    • (1990) Proceeding of the International Joint Conference on Neural Networks , pp. 21-26
    • Nguyen, D.1    Widrow, B.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.