메뉴 건너뛰기




Volumn 47, Issue 7, 2011, Pages 835-842

Numerical procedure for multiscale bone adaptation prediction based on neural networks and finite element simulation

(1)  Hambli, Ridha a  

a MMH   (France)

Author keywords

Bone adaptation; Finite element; Multiscale; Neural network

Indexed keywords

APPLIED STRESS; ARTIFICIAL NEURAL NETWORK; BONE ADAPTATION; FINITE ELEMENT; FINITE ELEMENT CALCULATIONS; FINITE ELEMENT COMPUTATIONS; FINITE ELEMENT SIMULATIONS; HUMAN FEMORA; INPUT DATAS; MACRO SCALE; MACROSCOPIC LEVELS; MACROSCOPIC SCALE; MESOSCALE; MESOSCALE SIMULATION; MESOSCOPICS; MULTISCALE METHOD; MULTISCALES; NUMERICAL PROCEDURES; OUTPUT DATA; PROXIMAL FEMUR; REPRESENTATIVE VOLUME ELEMENTS; TRABECULAR BONE ARCHITECTURE; TRABECULAR BONES; TRAINED NEURAL NETWORKS;

EID: 79955476444     PISSN: 0168874X     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.finel.2011.02.014     Document Type: Article
Times cited : (40)

References (37)
  • 1
    • 79955483603 scopus 로고    scopus 로고
    • 〈 http://w.ww.ilsb.tuwien.ac.at 〉.
  • 3
    • 33747090275 scopus 로고    scopus 로고
    • Couple-stress moduli of a trabecular bone idealized as a 3D periodic cellular network
    • DOI 10.1016/j.jbiomech.2005.07.006, PII S0021929005003155
    • A. Yoo, and I. Jasiuk Couple-stress moduli of a trabecular bone idealized as a 3D periodic cellular network Journal of Biomechanics 39 2006 2241 2252 (Pubitemid 44223527)
    • (2006) Journal of Biomechanics , vol.39 , Issue.12 , pp. 2241-2252
    • Yoo, A.1    Jasiuk, I.2
  • 4
    • 0026529338 scopus 로고
    • Bone structure: From Ångstroms to microns
    • S. Weiner, and W. Traub Bone structure: from Ångstroms to microns FASEB Journal 6 1992 879 885
    • (1992) FASEB Journal , vol.6 , pp. 879-885
    • Weiner, S.1    Traub, W.2
  • 5
    • 48149105454 scopus 로고    scopus 로고
    • Computational study of Wolffs law with trabecular architecture in the human proximal femur using topology optimization
    • I. Gwun Jang, and I. Yong Kim Computational study of Wolffs law with trabecular architecture in the human proximal femur using topology optimization Journal of Biomechanics 41 2008 2353 2361
    • (2008) Journal of Biomechanics , vol.41 , pp. 2353-2361
    • Gwun Jang, I.1    Yong Kim, I.2
  • 6
    • 67649464198 scopus 로고    scopus 로고
    • Nonlinear hierarchical multiscale modeling of cortical bone considering its nanoscale microstructure
    • J. Ghanbari, and R. Naghdabadi Nonlinear hierarchical multiscale modeling of cortical bone considering its nanoscale microstructure Journal of Biomechanics 42 2009 1560 1565
    • (2009) Journal of Biomechanics , vol.42 , pp. 1560-1565
    • Ghanbari, J.1    Naghdabadi, R.2
  • 9
    • 0027626085 scopus 로고
    • Neural networks of computing in fracture mechanics. Methods and prospects of applications
    • P.S. Theoracis, and P.D. Panagiotopoulos Neural networks for computing in fracture mechanics: methods and prospects of applications Computer Methods in Applied Mechanics and Engineering 106 1993 213 228 (Pubitemid 23712767)
    • (1993) Computer Methods in Applied Mechanics and Engineering , vol.106 , Issue.1-2 , pp. 213-228
    • Theocarls, P.S.1    Panagiotopoulos, P.D.2
  • 10
    • 0031941646 scopus 로고    scopus 로고
    • Constitutive modeling of geomaterials from nonuniform material tests
    • D.E. Sidarta, and J. Ghaboussi Constitutive modeling of geomaterials from nonuniform material tests Comput Geotech 22 1 1998 53 71
    • (1998) Comput Geotech , vol.22 , Issue.1 , pp. 53-71
    • Sidarta, D.E.1    Ghaboussi, J.2
  • 11
    • 34848891893 scopus 로고    scopus 로고
    • Integration of laboratory testing and constitutive modeling of soils
    • DOI 10.1016/j.compgeo.2007.05.008, PII S0266352X07000651, Biologically Inspired and Other Novel Computing Techniques in Geomechanics
    • Q Fu, YMA Hashash, S Jung, and J. Ghaboussi Integration of laboratory testing and constitutive modeling of soils Computers and Geotechnics 34 5 2007 330 345 (Pubitemid 47497234)
    • (2007) Computers and Geotechnics , vol.34 , Issue.5 , pp. 330-345
    • Fu, Q.1    Hashash, Y.M.A.2    Jung, S.3    Ghaboussi, J.4
  • 12
    • 68049113392 scopus 로고    scopus 로고
    • Statistical damage analysis of extrusion processes using finite element method and neural networks simulation
    • R. Hambli Statistical damage analysis of extrusion processes using finite element method and neural networks simulation Finite Elements in Analysis and Design 45 10 2009 640 649
    • (2009) Finite Elements in Analysis and Design , vol.45 , Issue.10 , pp. 640-649
    • Hambli, R.1
  • 14
    • 0035388101 scopus 로고    scopus 로고
    • Neural network design for engineering applications
    • DOI 10.1016/S0045-7949(01)00039-6, PII S0045794901000396
    • M.Y. Rafiq, G. Bugmann, and D.J. Easterbrook Neural network design for engineering applications Computers and Structures 79 17 2001 1541 1552 (Pubitemid 32833069)
    • (2001) Computers and Structures , vol.79 , Issue.17 , pp. 1541-1552
    • Rafiq, M.Y.1    Bugmann, G.2    Easterbrook, D.J.3
  • 15
    • 33646844785 scopus 로고    scopus 로고
    • Real-time deformation of structure using finite element and neural networks in virtual reality applications
    • DOI 10.1016/j.finel.2006.03.008, PII S0168874X06000461
    • R. Hambli, A. Chamekh, and H. Bel Hadj Salah Real-time deformation of structure using finite element and neural networks in virtual reality applications Finite Elements in Analysis and Design 42 11 2006 985 991 (Pubitemid 43777013)
    • (2006) Finite Elements in Analysis and Design , vol.42 , Issue.11 , pp. 985-991
    • Hambli, R.1    Chamekh, A.2    Bel Hadj Salah, H.3
  • 16
    • 0345736933 scopus 로고    scopus 로고
    • Similarity in the fatigue behavior of trabecular bone across site and species
    • DOI 10.1016/S0021-9290(03)00245-8
    • S.M. Haddock, O.C. Yeh, P.V. Mummaneni, W.S. Rosenberg, and T.M. Keaveny Similarity in the fatigue behavior of trabecular bone across site and species Journal of Biomechanics 37 2004 181 187 (Pubitemid 38050048)
    • (2004) Journal of Biomechanics , vol.37 , Issue.2 , pp. 181-187
    • Haddock, S.M.1    Yeh, O.C.2    Mummaneni, P.V.3    Rosenberg, W.S.4    Keaveny, T.M.5
  • 17
    • 0025751820 scopus 로고
    • Approximation capabilities of multilayer feedforward networks
    • K. Hornik Approximation capabilities of multilayer feedforward networks Neural Networks 4 1991 251 257
    • (1991) Neural Networks , vol.4 , pp. 251-257
    • Hornik, K.1
  • 18
    • 0002273110 scopus 로고    scopus 로고
    • An introduction to neural computing for the structural engineer
    • W.M. Jenkins An introduction to neural computing for the structural engineer Structural Engineer 75 3 1997 38 41 (Pubitemid 127631696)
    • (1997) Structural Engineer , vol.75 , Issue.3 , pp. 38-41
    • Jenkins, W.M.1
  • 19
    • 0027203132 scopus 로고
    • Remodeling and the repair of fatigue damage
    • D.B. Burr Remodeling and the repair of fatigue damage Calcified Tissue International 53 1 1993 S75 S81
    • (1993) Calcified Tissue International , vol.53 , Issue.1
    • Burr, D.B.1
  • 22
    • 33745836400 scopus 로고    scopus 로고
    • Compressive fatigue behavior of human vertebral trabecular bone
    • DOI 10.1016/j.jbiomech.2005.04.033, PII S0021929005002691
    • L. Rapillard, M. Charlebois, and P.K. Zysset Compressive fatigue behavior of human vertebral trabecular bone Journal of Biomechanics 39 2006 2133 2139 (Pubitemid 44038718)
    • (2006) Journal of Biomechanics , vol.39 , Issue.11 , pp. 2133-2139
    • Rapillard, L.1    Charlebois, M.2    Zysset, P.K.3
  • 23
    • 0026990532 scopus 로고
    • A comparison of the fatigue behavior of human trabecular and cortical bone tissue
    • K. Choi, and S.A. Goldstein A comparison of the fatigue behavior of human trabecular and cortical bone tissue Journal of Biomechanics 25 12 1992 1371 1381
    • (1992) Journal of Biomechanics , vol.25 , Issue.12 , pp. 1371-1381
    • Choi, K.1    Goldstein, S.A.2
  • 24
    • 34247869561 scopus 로고    scopus 로고
    • Prediction of strength and strain of the proximal femur by a CT-based finite element method
    • DOI 10.1016/j.jbiomech.2006.08.003, PII S0021929006002879
    • M. Bessho, I. Ohnishi, J. Matsuyama, T. Matsumoto, K. Imai, and K. Nakamura Prediction of strength and strain of the proximal femur by a CT-based finite element method Journal of Biomechanics 40 2007 1745 1753 (Pubitemid 46702134)
    • (2007) Journal of Biomechanics , vol.40 , Issue.8 , pp. 1745-1753
    • Bessho, M.1    Ohnishi, I.2    Matsuyama, J.3    Matsumoto, T.4    Imai, K.5    Nakamura, K.6
  • 25
    • 0035689961 scopus 로고    scopus 로고
    • Prediction of fracture location in the proximal femur using finite element models
    • DOI 10.1016/S1350-4533(01)00094-7, PII S1350453301000947
    • J.H. Keyak, S.A. Rossi, K.A. Jones, C.M. Les, and H.B. Skinner Prediction of fracture location in the proximal femur using finite element models Medical Engineering and Physics 23 2001 657 664 (Pubitemid 34072903)
    • (2001) Medical Engineering and Physics , vol.23 , Issue.9 , pp. 657-664
    • Keyak, J.H.1    Rossi, S.A.2    Jones, K.A.3    Les, C.M.4    Skinner, H.B.5
  • 26
    • 0030040334 scopus 로고    scopus 로고
    • Cyclic mechanical property degradation during fatigue loading of cortical bone
    • DOI 10.1016/0021-9290(94)00156-1
    • C.A. Pattin, W.E. Caler, and D.R. Carter Cyclic mechanical property degradation during fatigue loading of cortical bone Journal of Biomechanics 29 1996 69 79 (Pubitemid 26009406)
    • (1996) Journal of Biomechanics , vol.29 , Issue.1 , pp. 69-79
    • Pattin, C.A.1    Caler, W.E.2    Carter, D.R.3
  • 27
    • 0028371273 scopus 로고
    • Finite element modeling of damage accumulation in trabecular bone under cyclic loading
    • DOI 10.1016/0021-9290(94)90203-8
    • X.D.E. Guo, T.A. McMahon, T.M. Keaveny, W.C. Hayes, and L.J. Gibson Finite element modeling of damage accumulation in trabecular bone under cyclic loading Journal of Biomechanics 27 2 1994 145 155 (Pubitemid 24030787)
    • (1994) Journal of Biomechanics , vol.27 , Issue.2 , pp. 145-155
    • Hayes, W.C.1
  • 28
    • 13844253319 scopus 로고    scopus 로고
    • Trabecular bone microdamage and microstructural stresses under uniaxial compression
    • DOI 10.1016/j.jbiomech.2004.05.013, PII S0021929004002507
    • S. Nagaraja, T.L. Couse, and R.E. Guldberg Trabecular bone microdamage and microstructural stresses under uniaxial compression Journal of Biomechanics 38 4 2005 707 716 (Pubitemid 40248457)
    • (2005) Journal of Biomechanics , vol.38 , Issue.4 , pp. 707-716
    • Nagaraja, S.1    Couse, T.L.2    Guldberg, R.E.3
  • 31
    • 65849087318 scopus 로고    scopus 로고
    • Strain-damage coupled algorithm for cancellous bone mechano-regulation with spatial function influence
    • 1 2009 2673 2682
    • R. Hambli, D. Soulat, A. Gasser, and C.L. Benhamou Strain-damage coupled algorithm for cancellous bone mechano-regulation with spatial function influence Computer Methods in Applied Mechanics and Engineering 198 3336 2009 2673 2682 1 2009 2673 2682
    • (2009) Computer Methods in Applied Mechanics and Engineering , vol.198 , Issue.33-36 , pp. 2673-2682
    • Hambli, R.1    Soulat, D.2    Gasser, A.3    Benhamou, C.L.4
  • 32
    • 30344452622 scopus 로고    scopus 로고
    • A bone remodelling model coupling microdamage growth and repair by 3D BMU-activity
    • DOI 10.1007/s10237-005-0067-x
    • J.M. Aznar, T. Rueberg, and M. Doblare A bone remodelling model coupling microdamage growth and repair by 3D BMU-activity Biomechanics and Modelling in Mechanobiology 4 2005 147 167 (Pubitemid 43057711)
    • (2005) Biomechanics and Modeling in Mechanobiology , vol.4 , Issue.2-3 , pp. 147-167
    • Garcia-Aznar, J.M.1    Rueberg, T.2    Doblare, M.3
  • 33
    • 0029116936 scopus 로고
    • Stress distributions within the proximal femur during gait and falls: Implications for osteoporotic fracture
    • J.C. Lotz, E.J. Cheal, and W.C. Hayes Stress distributions within the proximal femur during gait and falls: implications for osteoporotic fracture Osteoporosis International 5 1995 252 261
    • (1995) Osteoporosis International , vol.5 , pp. 252-261
    • Lotz, J.C.1    Cheal, E.J.2    Hayes, W.C.3
  • 34
    • 0036122913 scopus 로고    scopus 로고
    • Mechanosensation and fluid transport in living bone
    • S.C. Cowin Mechanosensation and fluid transport in living bone Journal of Musculoskelal and Neuron Interactions 2 3 2002 256 260 (Pubitemid 34223816)
    • (2002) Journal of Musculoskeletal Neuronal Interactions , vol.2 , Issue.3 , pp. 256-260
    • Cowin, S.C.1
  • 35
    • 0016338411 scopus 로고
    • Scanning electron microscope studies of trabecular bone in the proximal end of the human femur
    • W.J. Whitehouse, and E.D. Dyson Scanning electron microscope studies of trabecular bone in the proximal end of the human femur Journal of Anatomy 118 3 1974 417 444
    • (1974) Journal of Anatomy , vol.118 , Issue.3 , pp. 417-444
    • Whitehouse, W.J.1    Dyson, E.D.2
  • 36
    • 0031172266 scopus 로고    scopus 로고
    • Adaptive bone remodeling incorporating simultaneous density and anisotropy considerations
    • DOI 10.1016/S0021-9290(96)00189-3, PII S0021929096001893
    • C.R. Jacobs, J.C. Simo, G.S Beaupre, and D.R. Carter Adaptive bone remodeling incorporating simultaneous density and anisotropy considerations Journal of Biomechanics 30 6 1997 603 613 (Pubitemid 27214192)
    • (1997) Journal of Biomechanics , vol.30 , Issue.6 , pp. 603-613
    • Jacobs, C.R.1    Simo, J.C.2    Beaupre, G.S.3    Cartert, D.R.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.