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Machine Learning Based Design of Open Cell Foams for Crash Energy Absorption - A Pilot Study

Journal Article
2021-01-0921
ISSN: 2641-9637, e-ISSN: 2641-9645
Published April 06, 2021 by SAE International in United States
Machine Learning Based Design of Open Cell Foams for Crash Energy Absorption - A Pilot Study
Sector:
Citation: Zhu, F., Zhou, R., and Yang, Z., "Machine Learning Based Design of Open Cell Foams for Crash Energy Absorption - A Pilot Study," SAE Int. J. Adv. & Curr. Prac. in Mobility 3(3):1441-1449, 2021, https://doi.org/10.4271/2021-01-0921.
Language: English

References

  1. Gibson , L.J. , and Ashby , M.F. Cellular Solids: Structure and Properties 2nd Cambridge Cambridge University Press 1997
  2. Zhu , F. , Lu , G. , Ruan , D. , and Wang , Z. Plastic Deformation, Failure and Energy Absorption of Sandwich Structures with Metallic Cellular Cores International Journal of Protective Structures 1 4 507 541 2010
  3. Fang , J. , Sun , G. , Qiu , N. , Kim , N.H. , and Li , Q. On Design Optimization for Structural Crashworthiness and Its State of the Art Structural and Multidisciplinary Optimization 55 3 1091 1119 2017
  4. Bai , Z. , Sun , K. , Zhu , F. , Cao , L. et al. Crashworthiness Optimal Design of a New Extruded Octagonal Multi-Cell Tube under Dynamic Axial Impact International Journal of Vehicle Safety 10 1 40 57 2018
  5. Zhu , F. , Dong , L. , Ma , H. , Chou , C.C. , and Yang , K.H. Parameterized Optimal Design of a Novel Cellular Energy Absorber International Journal of Mechanical Sciences 86 60 68 2014
  6. Jiang , B. , Zhu , F. , Jin , X. , Cao , L. , and Yang , K.H. Computational Modeling of the Crushing Behavior of SKYDEX Material Using Homogenized Material Laws Composite Structures 106 306 316 2013
  7. Zhu , F. , Zhao , L.M. , Lu , G. , and Wang , Z. Structural Response and Energy Absorption of Sandwich Panels with an Aluminium Foam Core under Blast Loading Advances in Structural Engineering 11 5 525 536 2008
  8. Okabe , A. , Boots , B. , Sugihara , K. , and Chiu , S.N. Spatial Tessellations - Concepts and Applications of Voronoi Diagrams 2nd John Wiley 2000
  9. Wang , G. , Shen , L. , Zhao , J. , Liang , H. et al. Design and Compressive Behavior of Controllable Irregular Porous Scaffold: Based on Voronoi-Tessellation and for Additive Manufacturing ACS Biomaterials Science and Engineering 4 719 727 2018
  10. Lei , H.Y. , Li , J.R. , Xu , Z.J. , and Wang , Q.H. Parametric Design of Voronoi-Based Lattice Porous Structures Materials & Design 191 108607 2020
  11. Tang , B. Orthogonal Array-Based Latin Hypercubes Journal of the American Statistical Association 88 424 1392 1397 1993
  12. Du , X. , and Zhu , F. A Novel Principal Components Analysis (PCA) Method for Energy Absorbing Structural Design Enhanced by Data Mining Advances in Engineering Software 127 17 27 2019
  13. Li , Q.M. , Magkiriadies , I. , and Harrigan , J.J. Compressive Strain at the Onset of Densification of Cellular Solids Journal of Cellular Plastics 42 371 392 2006
  14. Wang , A.J. , Kumar , R.S. , and DL , M.D. Mechanical Behavior of Extruded Prismatic Cellular Solids Mechanics of Advanced Materials and Structures 12 185 200 2005
  15. Forrester , A. , Sobester , A. , and Keane , A. Engineering Design via Surrogate Modelling: A Practical Guide John Wiley & Sons 2008
  16. Reddy , J.N. Nonlinear Finite Element Analysis Oxford University Press 2007
  17. Zhu , F. , Kalra , A. , Saif , T. , Yang , Z. et al. Parametric Analysis of the Biomechanical Response of Head Subjected to the Primary Blast Loading - A Data Mining Approach Computer Methods in Biomechanics and Biomedical Engineering 19 10 1053 1059 2016
  18. Meyer , C.D. Jr. Generalized Inversion of Modified Matrices SIAM J. Appl. Math 24 3 315 323 1973
  19. Zhu , F. , Jiang , B. , and Chou , C.C. On the Development of a New Design Methodology for Vehicle Crashworthiness Based on Data Mining Theory SAE Technical Paper 2016-01-1524
  20. Du , X. , and Zhu , F. A New Data-Driven Design Methodology for Mechanical Systems with High Dimensional Design Variables Advances in Engineering Software 117 18 28 2018
  21. Du , X. , Zhu , F. , Chou , C.C. A New Data-driven Design Method for Thin-Walled Vehicular Structures under Crash Loading SAE Journal of Transportation Safety 2017 2017-01-1463
  22. Du , X. , Xu , H. , and Zhu , F.A. Data Mining Method for Structure Design with Uncertainty in Design Variables Computers & Structures 144 10645 2021
  23. Kantardzic , M. Data Mining: Concepts, Models, Methods, and Algorithms Hoboken, NJ IEEE Press 2003
  24. Han , J. , and Kamber , M. Data Mining: Concepts and Techniques 2nd San Francisco, CA Morgan Kaufmann 2006
  25. Witten , I.H. , and Frank , E. Data Mining: Practical Machine Learning Tools and Techniques Third Burlington, MA Morgan Kaufmann 2011

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