메뉴 건너뛰기




Volumn 88, Issue 1-2, 2010, Pages 36-44

Metamodel-based lightweight design of B-pillar with TWB structure via support vector regression

Author keywords

B pillar; Crashworthiness; Lightweight; Metamodeling; Support vector regression; Tailor welded blank

Indexed keywords

B-PILLAR; LIGHTWEIGHT; METAMODELING; SUPPORT VECTOR REGRESSION; TAILOR-WELDED BLANK;

EID: 70350783875     PISSN: 00457949     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compstruc.2009.07.008     Document Type: Article
Times cited : (178)

References (29)
  • 1
    • 23444440956 scopus 로고    scopus 로고
    • Influence of welding defects on the localization behavior of an aluminum alloy tailor-welded blank
    • Bayley C.J., and Pilkey A.K. Influence of welding defects on the localization behavior of an aluminum alloy tailor-welded blank. Mater Sci Engng A J 403 1-2 (2005) 1-10
    • (2005) Mater Sci Engng A J , vol.403 , Issue.1-2 , pp. 1-10
    • Bayley, C.J.1    Pilkey, A.K.2
  • 2
    • 0036589065 scopus 로고    scopus 로고
    • Automotive door design with the ULSAB concept using structural optimization
    • Shin J.K., Lee K.H., Song S.I., and Park G.J. Automotive door design with the ULSAB concept using structural optimization. Struct Multidisc Optim 23 4 (2002) 320-327
    • (2002) Struct Multidisc Optim , vol.23 , Issue.4 , pp. 320-327
    • Shin, J.K.1    Lee, K.H.2    Song, S.I.3    Park, G.J.4
  • 3
    • 33645223311 scopus 로고    scopus 로고
    • Multidisciplinary optimization of an automotive door with a tailored blank
    • Song S.I., and Park G.J. Multidisciplinary optimization of an automotive door with a tailored blank. Proc IMechE Part D: J Automobile Engng 220 2 (2006) 151-163
    • (2006) Proc IMechE Part D: J Automobile Engng , vol.220 , Issue.2 , pp. 151-163
    • Song, S.I.1    Park, G.J.2
  • 4
    • 51749101302 scopus 로고    scopus 로고
    • Optimum design of an automotive inner door panel with a tailor-welded blank structure
    • Zhu P., Shi Y.L., Zhang K.Z., and Lin Z.Q. Optimum design of an automotive inner door panel with a tailor-welded blank structure. Proc IMechE Part D: J Automobile Engng 222 8 (2008) 1337-1348
    • (2008) Proc IMechE Part D: J Automobile Engng , vol.222 , Issue.8 , pp. 1337-1348
    • Zhu, P.1    Shi, Y.L.2    Zhang, K.Z.3    Lin, Z.Q.4
  • 5
    • 34248346299 scopus 로고    scopus 로고
    • Use of metamodeling techniques in support of engineering design optimization
    • Wang G.G., and Shan S. Use of metamodeling techniques in support of engineering design optimization. ASME J Mech Des 129 4 (2007) 370-380
    • (2007) ASME J Mech Des , vol.129 , Issue.4 , pp. 370-380
    • Wang, G.G.1    Shan, S.2
  • 7
    • 1542712596 scopus 로고    scopus 로고
    • Reliability-based design optimization for crashworthiness of vehicle side impact
    • Youn B.D., Choi K.K., Yang R.J., and Gu L. Reliability-based design optimization for crashworthiness of vehicle side impact. Struct Multisidc Optim 26 3-4 (2004) 272-283
    • (2004) Struct Multisidc Optim , vol.26 , Issue.3-4 , pp. 272-283
    • Youn, B.D.1    Choi, K.K.2    Yang, R.J.3    Gu, L.4
  • 8
    • 24344472698 scopus 로고    scopus 로고
    • Metamodeling development for vehicle frontal impact simulation
    • Yang R.J., Wang N., Tho C.H., Bobineau J.P., and Wang B.P. Metamodeling development for vehicle frontal impact simulation. ASME J Mech Des 127 9 (2004) 1014-1020
    • (2004) ASME J Mech Des , vol.127 , Issue.9 , pp. 1014-1020
    • Yang, R.J.1    Wang, N.2    Tho, C.H.3    Bobineau, J.P.4    Wang, B.P.5
  • 9
    • 23144459061 scopus 로고    scopus 로고
    • A comparative study of metamodeling methods for multiobjective crashworthiness optimization
    • Fang H., Rais-Rohani M., Liu Z., and Horstemeyer M.F. A comparative study of metamodeling methods for multiobjective crashworthiness optimization. Comput Struct 83 25-26 (2005) 2121-2136
    • (2005) Comput Struct , vol.83 , Issue.25-26 , pp. 2121-2136
    • Fang, H.1    Rais-Rohani, M.2    Liu, Z.3    Horstemeyer, M.F.4
  • 10
    • 34249873558 scopus 로고    scopus 로고
    • Study on structural lightweight design of automotive front side rail based on response surface method
    • Zhang Y., Zhu P., Chen G.L., and Lin Z.Q. Study on structural lightweight design of automotive front side rail based on response surface method. ASME J Mech Des 129 5 (2007) 553-557
    • (2007) ASME J Mech Des , vol.129 , Issue.5 , pp. 553-557
    • Zhang, Y.1    Zhu, P.2    Chen, G.L.3    Lin, Z.Q.4
  • 11
    • 0035659213 scopus 로고    scopus 로고
    • Kriging models for global approximation in simulation-based multidisciplinary design optimization
    • Simpson T.W., Mauery T.M., Korte J.J., and Mistree F. Kriging models for global approximation in simulation-based multidisciplinary design optimization. AIAA J 39 12 (2001) 2233-2241
    • (2001) AIAA J , vol.39 , Issue.12 , pp. 2233-2241
    • Simpson, T.W.1    Mauery, T.M.2    Korte, J.J.3    Mistree, F.4
  • 12
    • 25144486629 scopus 로고    scopus 로고
    • Analysis of support vector regression for approximation of complex engineering analysis
    • Clarke S.M., Griebsch J.H., and Simpson T.W. Analysis of support vector regression for approximation of complex engineering analysis. ASME J Mech Des 127 11 (2005) 1077-1087
    • (2005) ASME J Mech Des , vol.127 , Issue.11 , pp. 1077-1087
    • Clarke, S.M.1    Griebsch, J.H.2    Simpson, T.W.3
  • 13
    • 70350351259 scopus 로고    scopus 로고
    • Metamodel-based lightweight design of automotive front-body structure using robust optimization
    • 10.1243/09544070JAUTO1045
    • Zhu P., Zhang Y., and Chen G.L. Metamodel-based lightweight design of automotive front-body structure using robust optimization. Proc Inst Mech Engrs Part D: J Automobile Engng (2009) 10.1243/09544070JAUTO1045
    • (2009) Proc Inst Mech Engrs Part D: J Automobile Engng
    • Zhu, P.1    Zhang, Y.2    Chen, G.L.3
  • 14
    • 20444437997 scopus 로고    scopus 로고
    • An optimization methodology of alkaline-surfactant-polymer flooding processes using field scale numerical simulation and multiple surrogates
    • Zerpa L.E., Queipo N.V., Pintos S., and Salager J.L. An optimization methodology of alkaline-surfactant-polymer flooding processes using field scale numerical simulation and multiple surrogates. J Petrol Sci Engng 47 2-3 (2005) 197-208
    • (2005) J Petrol Sci Engng , vol.47 , Issue.2-3 , pp. 197-208
    • Zerpa, L.E.1    Queipo, N.V.2    Pintos, S.3    Salager, J.L.4
  • 15
    • 43149096924 scopus 로고    scopus 로고
    • Improving the hydrodynamic performance of diffuser vanes via shape optimization
    • Goel T., Dorney D.J., Haftka R.T., and Shyy W. Improving the hydrodynamic performance of diffuser vanes via shape optimization. Comput Fluids 37 6 (2008) 705-723
    • (2008) Comput Fluids , vol.37 , Issue.6 , pp. 705-723
    • Goel, T.1    Dorney, D.J.2    Haftka, R.T.3    Shyy, W.4
  • 16
    • 58549086381 scopus 로고    scopus 로고
    • Recent advances in surrogate-based optimization
    • Forrester A.I.J., and Keane A.J. Recent advances in surrogate-based optimization. Prog Aerospace Sci 45 1-3 (2009) 50-79
    • (2009) Prog Aerospace Sci , vol.45 , Issue.1-3 , pp. 50-79
    • Forrester, A.I.J.1    Keane, A.J.2
  • 17
    • 1842710162 scopus 로고    scopus 로고
    • Hamza K, Saitou K, Nassef A. Design optimization of vehicle B-pillar subjected to roof crush using mixed reactive taboo search 2003; ASME 2003 Design Engineering Technical Conferences and Computers and Information in Engineering Conference DETC2003/DAC-48750.
    • Hamza K, Saitou K, Nassef A. Design optimization of vehicle B-pillar subjected to roof crush using mixed reactive taboo search 2003; ASME 2003 Design Engineering Technical Conferences and Computers and Information in Engineering Conference DETC2003/DAC-48750.
  • 18
    • 33846394094 scopus 로고    scopus 로고
    • Car side structure crashworthiness in pole and moving deformable barrier side impacts
    • Wang D.Z., Dong G., Zhang J.H., and Huang S.L. Car side structure crashworthiness in pole and moving deformable barrier side impacts. Tsinghua Sci Technol 11 6 (2006) 725-730
    • (2006) Tsinghua Sci Technol , vol.11 , Issue.6 , pp. 725-730
    • Wang, D.Z.1    Dong, G.2    Zhang, J.H.3    Huang, S.L.4
  • 20
    • 48549104391 scopus 로고    scopus 로고
    • Methods of the mesh dimension constraint for enhancing the simulation efficiency of vehicle crash
    • Shi Y.L., Zhu P., Zhang Y., Shen L.B., and Lin Z.Q. Methods of the mesh dimension constraint for enhancing the simulation efficiency of vehicle crash. J Shanghai Jiao Tong Univ 42 6 (2008) 905-909
    • (2008) J Shanghai Jiao Tong Univ , vol.42 , Issue.6 , pp. 905-909
    • Shi, Y.L.1    Zhu, P.2    Zhang, Y.3    Shen, L.B.4    Lin, Z.Q.5
  • 21
    • 0001542960 scopus 로고    scopus 로고
    • Advances in nonlinear finite element analysis of automobiles
    • Bathe K.J., Guillermin O., Walczak J., and Chen H. Advances in nonlinear finite element analysis of automobiles. Comput Struct 64 5-6 (1997) 881-891
    • (1997) Comput Struct , vol.64 , Issue.5-6 , pp. 881-891
    • Bathe, K.J.1    Guillermin, O.2    Walczak, J.3    Chen, H.4
  • 23
    • 8744301176 scopus 로고    scopus 로고
    • Static and dynamic roof crush simulation using LS-DYNA3D
    • Mao M., Chirwa E.C., Chen T., and Latchford J. Static and dynamic roof crush simulation using LS-DYNA3D. Int J Crashworthiness 9 5 (2004) 495-504
    • (2004) Int J Crashworthiness , vol.9 , Issue.5 , pp. 495-504
    • Mao, M.1    Chirwa, E.C.2    Chen, T.3    Latchford, J.4
  • 24
  • 25
    • 42649112391 scopus 로고    scopus 로고
    • Multidisciplinary design optimization on vehicle tailor rolled blank design
    • Chuang C.H., Yang R.J., Li G., Mallela K., and Pothuraju P. Multidisciplinary design optimization on vehicle tailor rolled blank design. Struct Multidisc Optim 35 6 (2008) 551-560
    • (2008) Struct Multidisc Optim , vol.35 , Issue.6 , pp. 551-560
    • Chuang, C.H.1    Yang, R.J.2    Li, G.3    Mallela, K.4    Pothuraju, P.5
  • 26
    • 0035727744 scopus 로고    scopus 로고
    • Comparative studies of metamodeling techniques under multiple modeling criteria
    • Jin R., Chen W., and Simpson T.W. Comparative studies of metamodeling techniques under multiple modeling criteria. Struct Multidisc Optim 23 1 (2001) 1-13
    • (2001) Struct Multidisc Optim , vol.23 , Issue.1 , pp. 1-13
    • Jin, R.1    Chen, W.2    Simpson, T.W.3
  • 27
    • 85056552566 scopus 로고    scopus 로고
    • Experience with approximate reliability-based optimization methods
    • Yang R.J., and Gu L. Experience with approximate reliability-based optimization methods. Struct Multidisc Optim 25 (2003) 1-9
    • (2003) Struct Multidisc Optim , vol.25 , pp. 1-9
    • Yang, R.J.1    Gu, L.2
  • 28
    • 0345688978 scopus 로고    scopus 로고
    • Determination of the spread parameter in the Gaussian kernel for classification and regression
    • Wang W.J., Xu Z.B., Lu W.Z., and Zhang X.Y. Determination of the spread parameter in the Gaussian kernel for classification and regression. Neurocomputing 55 1 (2003) 643-663
    • (2003) Neurocomputing , vol.55 , Issue.1 , pp. 643-663
    • Wang, W.J.1    Xu, Z.B.2    Lu, W.Z.3    Zhang, X.Y.4
  • 29
    • 34547420060 scopus 로고    scopus 로고
    • Space partitioning in engineering design via metamodel acceptance score distribution
    • Hamas H., and Al-Smadi A. Space partitioning in engineering design via metamodel acceptance score distribution. Engng Comput 23 3 (2007) 175-185
    • (2007) Engng Comput , vol.23 , Issue.3 , pp. 175-185
    • Hamas, H.1    Al-Smadi, A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.