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Volumn 22, Issue 2, 2008, Pages 213-220

Design optimization using support vector regression

Author keywords

Inherited latin hypercube design; Sequential approximate optimization; Support vector regression; Trust region algorithm

Indexed keywords

APPROXIMATE OPTIMIZATION; DESIGN OPTIMIZATION; ENGINEERING DESIGN PROBLEMS; INHERITED LATIN-HYPERCUBE DESIGN; KRIGING; LATIN HYPERCUBE DESIGNS; MATHEMATICAL PROBLEMS; META MODEL; MODEL MANAGEMENT; POLYNOMIAL REGRESSION; RADIAL BASIS FUNCTIONS; SEQUENTIAL APPROXIMATE OPTIMIZATION; STANDARD DEVIATION; SUPPORT VECTOR REGRESSION; SUPPORT VECTOR REGRESSIONS; TECHNIQUES USED; TRUST REGION ALGORITHM; TRUST REGION ALGORITHMS;

EID: 67149141933     PISSN: 1738494X     EISSN: None     Source Type: Journal    
DOI: 10.1007/s12206-007-1027-4     Document Type: Article
Times cited : (19)

References (14)
  • 1
    • 0034933620 scopus 로고    scopus 로고
    • Metamodels for computer based engineering design: Survey and recommendations
    • T. W. Simpson J. Peplinkski P. N. Koch J. K. Allen 2001 Metamodels for computer based engineering design: survey and recommendations Engineering with Computers 17 2 129 150
    • (2001) Engineering with Computers , vol.17 , Issue.2 , pp. 129-150
    • Simpson, T.W.1    Peplinkski, J.2    Koch, P.N.3    Allen, J.K.4
  • 2
    • 4043137356 scopus 로고    scopus 로고
    • A tutorial on support vector regression
    • DOI 10.1023/B:STCO.0000035301.49549.88
    • A. J. Smola B. Scholkopf 2004 A tutorial on support vector regression Statistics and computing 14 3 199 222 (Pubitemid 39063488)
    • (2004) Statistics and Computing , vol.14 , Issue.3 , pp. 199-222
    • Smola, A.J.1    Scholkopf, B.2
  • 3
    • 25144486629 scopus 로고    scopus 로고
    • Analysis of Support Vector Regression for Approximation of Complex Engineering Analyses
    • S. M. Clarke H. Griebsch T. W. Simpson 2005 Analysis of Support Vector Regression For Approximation of Complex Engineering Analyses Journal of mechanical design 127 6 1077 1087
    • (2005) Journal of Mechanical Design , vol.127 , Issue.6 , pp. 1077-1087
    • Clarke, S.M.1    Griebsch, H.2    Simpson, T.W.3
  • 4
    • 0000017341 scopus 로고
    • An Algorithm for Solving Linearly Constrained Optimization Problems
    • R. Fletcher 1972 An Algorithm for Solving Linearly Constrained Optimization Problems Mathematical Programming 2 1 133 165
    • (1972) Mathematical Programming , vol.2 , Issue.1 , pp. 133-165
    • Fletcher, R.1
  • 5
    • 0002302301 scopus 로고
    • Convergence Properties of a Class of Minimization Algorithms
    • Academic Press New York, USA
    • M. J. D. Powell, Convergence Properties of a Class of Minimization Algorithms, Nonlinear Programming 2, Academic Press, New York, USA, (1975) 1-27.
    • (1975) Nonlinear Programming , pp. 1-27
    • Powell, M.J.D.1
  • 6
    • 0037530481 scopus 로고    scopus 로고
    • Adaptive Response Surface Method Using Inherited Latin Hypercube Design Points
    • G. G. Wang 2003 Adaptive Response Surface Method Using Inherited Latin Hypercube Design Points Transactions of the ASME 125 2 210 220
    • (2003) Transactions of the ASME , vol.125 , Issue.2 , pp. 210-220
    • Wang, G.G.1
  • 7
    • 38149146334 scopus 로고
    • Optimal Latin-hypercube Designs for Computer Experiments
    • J. S. Park 1994 Optimal Latin-hypercube Designs for Computer Experiments Journal of Statistical Planning and Inference 39 1 95 111
    • (1994) Journal of Statistical Planning and Inference , vol.39 , Issue.1 , pp. 95-111
    • Park, J.S.1
  • 8
    • 0018468345 scopus 로고
    • COMPARISON OF THREE METHODS FOR SELECTING VALUES OF INPUT VARIABLES IN THE ANALYSIS OF OUTPUT FROM A COMPUTER CODE.
    • M. H. McKay R. J. Beckman W. J. Conover 1979 A Comparison of Three Methods for Selecting Values of Input Variables in the Analysis of Output form a Computer Code Technometrics 21 2 239 245 (Pubitemid 9452235)
    • (1979) Technometrics , vol.21 , Issue.2 , pp. 239-245
    • McKay, M.D.1    Beckman, R.J.2    Conover, W.J.3
  • 12
    • 0036003396 scopus 로고    scopus 로고
    • 2-Discrepancy of Random Sampling and Latin Hypercube Design, and Construction of Uniform Designs
    • 2-Discrepancy of Random Sampling and Latin Hypercube Design, and Construction of Uniform Designs Mathematics of Computation 71 237 275 296
    • (2000) Mathematics of Computation , vol.71 , Issue.237 , pp. 275-296
    • Fang, K.T.1    Ma, C.X.2    Winker, P.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.