Optimum Design of Composite Structures using Metamodels

메타모델을 이용한 복합재료 구조물의 최적 설계

  • 이재훈 (한국과학기술원 기계공학과 항공우주공학전공 대학원) ;
  • 강지호 (한국과학기술원 기계공학과 항공우주공학전공 대학원) ;
  • 홍창선 (한국과학기술원 기계공학과 항공우주공학전공) ;
  • 김천곤 (한국과학기술원 기계공학과 항공우주공학전공)
  • Published : 2003.08.01

Abstract

In this research, the optimization of composite structures was performed using metamodels. The optimization of composite structures requires a lot of time when optimizing the result of the time-consuming analysis. Thus, metamodels are used to replace the time-consuming analysis with simple models. RSM, kriging and neural networks are widely used metamodels. RSM and kriging were used in this study. The ultimate failure load analysis of the composite structure was approximated by metamodels. The optimizations of the composite plate were performed to maximize ultimate failure load using genetic algorithm and metamodels.

본 논문에서는 메타모델을 이용한 복합재 구조물의 지적화가 수행되었다. 일반적으로 복합재 구조물에서 시간이 오래 걸리는 해석의 결과를 최적화하고자 할 때 전체 최적화에 많은 시간이 든다. 따라서 이와 같은 구조물 해석을 메타 모델로 치환해 보았다. 본 연구에서는 RSM, kriging과 같은 메타모델을 사용하였다. 복합재 평판의 최종 파손 강도 해석을 메타모델을 이용해 근사화하였다 최종 파손 강도를 최대화하는 최적화를 유전자 알고리즘과 메타로델을 이용해 수행하였다.

Keywords

References

  1. Proceedings of the 1994 Winter Simulation Conference Metamodeling a State Art Review R.R.Barton
  2. Engineering with Computers v.17 Metamodels for Computer-based Engineering Design : Survey and recommendations T.W.Simpson;J.D.Peplinski;P.N.Koch;J.K.Allen https://doi.org/10.1007/PL00007198
  3. Journal of the Royal Statistical Society, Series B v.13 On the Experimental Attainment of Optimum Conditions G.E.Box;K.B.Wilson
  4. AIAA Journal v.23 no.5 Structural Optimization of Laminated Conical Shells R.T.Brown;J.A.Naclas https://doi.org/10.2514/3.8984
  5. Composite Structures v.43 Optimum Design of Composite Plates Using Response Surface Method A.Y.Abu-Odeh;H.L.Jones https://doi.org/10.1016/S0263-8223(98)00109-3
  6. JSME international Journal Series A v.44 no.4 Stacking Sequence Optimization Using Fractal Branch and Bound Method for Laminated Composites Y.Terada;A.Todoroki;Y.Shimamura https://doi.org/10.1299/jsmea.44.490
  7. Then-Walled Structures v.32 Variable complexity Design of Composite Fuselage Frames by Response Surface Techniques B.H.Mason;R.T.Haftka;E.R.Johnson;G.L.Fareley https://doi.org/10.1016/S0263-8231(98)00016-0
  8. Structural and Multidisciplinary Optimization v.20 Two-level Composite Wing Structural Optimization Using Response Surfaces B.Liu;R.T.Haftka;M.A.Akgun https://doi.org/10.1007/s001580050140
  9. Proceedings of 7th AIAA/USAF/NASA/TSSMO Symposium on Multidisciplinary Analysis and Optimization Design of Shell Structures for Bucking Using Correction Response Surface S.Venkataraman;R.T.Haftka;T.F.Johnson
  10. Statistical Science v.4 no.4 Design and Analysis of Computer Experiments J.Sacks;W.J.Welch;T.J.Mitchell;H.P.Wynn https://doi.org/10.1214/ss/1177012413
  11. Technometrics v.31 no.1 Designs for Computer Experiments J.Sacks;S.B.Schiller;W.J.Welch https://doi.org/10.2307/1270363
  12. Technometrics v.34 no.1 Screening, Predicting, and Computer Experiments W.J.Welch;R.J.Buck;J.Sacks;H.P.Wynn;T.J.Mitchell;M.D.Morris https://doi.org/10.2307/1269548
  13. Statistics for Spatial Data N.A.C.Cressie
  14. AIAA Journal v.39 no.12 Kriging Models for Global Approxymations in Simulation-Based Multidisciplinary Design Optimazation T.W.Simpson;T.M.Mauery;J.J.Korte;F.Mistree
  15. Design & Analysis of Experiments D.C.Montgomery
  16. Response Surface Methodology: Process and product Optimization Using Designed Experiments R.H.Myers;D.C.montgomery
  17. Journal of the American Statistical Association v.86 no.416 Bayesian Prediction of Determinstic Fuctions, With Application to the Design and Analysis of Computer Experiments C.Currin;T.Mitchell;M.Morris;D.Ylvisaker https://doi.org/10.2307/2290511
  18. Research in Engineering design v.8 An Engineering Design Methodology with Multistage Bayesian Surrogates and Optimal Sampling I.G.Osio;C.H.Amon https://doi.org/10.1007/BF01597226
  19. ACM Transactions on Mathematical Software v.13 no.3 Minimizing multimodel fuctions of continuous variables with the simulated annealing algorithm A.Corana;M.Machesi;C.Martini https://doi.org/10.1145/29380.29864
  20. AIAA Journal(TN) v.35 no.1 Buckling and Postbuckling Behavior of Stiffened Composite Panels Loaded in Compression I.C.Lee;C.G.Kim;C.S.Hong https://doi.org/10.2514/2.7436
  21. Journal of Reinforced Plastics and Composites v.14 no.12 Progressive Failure Analysis for Filament wound Presure Vassel Y.D.Doh;C.S.Hong https://doi.org/10.1177/073168449501401203
  22. Introduction to Composite Materials S.W.Tsai