Adaptive surrogate modeling for efficient coupling of musculoskeletal control and tissue deformation models

Journal of Biomechanical Engineering

Volumn 131, Issue 1, 2009, Pages

  Halloran, Jason P ^a   Erdemir, Ahmet ^a   Van Den Bogert, Antonie J ^a  

^a LERNER RESEARCH INSTITUTE   (United States)

Author keywords

Finite element modeling; Movement optimization; Multibody dynamics; Surrogate modeling

Indexed keywords

ANKLE MOMENTS; COMPUTATION TIME; COMPUTATIONAL COSTS; CONCURRENT SIMULATION; CONTACT PRESSURES; EFFICIENT COUPLING; FE MODEL; FE-SIMULATION; FINITE ELEMENT MODELING; FORWARD DYNAMICS SIMULATION; GROUND REACTION FORCES; HEIGHT OPTIMIZATION; LOCAL REGRESSION; LOCALLY WEIGHTED REGRESSION; MOVEMENT OPTIMIZATION; MOVEMENT SIMULATION; MULTI-BODY DYNAMIC; MUSCULOSKELETAL MODEL; NEURAL EXCITATIONS; PROOF OF CONCEPT; RELATIVE ACCURACY; RMS ERRORS; ROOT MEAN SQUARE; STATE-OF-THE-ART METHODS; SURROGATE MODEL; SURROGATE MODELING; TIME STEP; TISSUE DEFORMATIONS; TISSUE MECHANICS; TISSUE STRESS; VON MISES STRESS;

DYNAMICS; ERRORS; FINITE ELEMENT METHOD; FUEL ADDITIVES; OPTIMIZATION; REGRESSION ANALYSIS; TISSUE;

COMPUTER SIMULATION;

ACCURACY; ANKLE; ARTICLE; BIOMECHANICS; BODY MOVEMENT; DYNAMICS; FINITE ELEMENT ANALYSIS; FOOT; FORCE; JUMPING; MATHEMATICAL ANALYSIS; MATHEMATICAL MODEL; MOVEMENT (PHYSIOLOGY); MUSCULOSKELETAL SYSTEM; PREDICTION; SIMULATION; ALGORITHM; BIOLOGICAL MODEL; COMPUTER SIMULATION; FEEDBACK SYSTEM; HUMAN; JOINT; MUSCLE CONTRACTION; PHYSIOLOGY; SKELETAL MUSCLE; YOUNG MODULUS;

ALGORITHMS; COMPUTER SIMULATION; ELASTIC MODULUS; FEEDBACK; HUMANS; JOINTS; MODELS, BIOLOGICAL; MOVEMENT; MUSCLE CONTRACTION; MUSCLE, SKELETAL;

EID: 64549127809     PISSN: 01480731     EISSN: 15288951     Source Type: Journal    
DOI: 10.1115/1.3005333     Document Type: Article

References (34)

1. Huiskes, R., and Chao, E. Y., 1983, "A Survey of Finite Element Analysis in Orthopedic Biomechanics: The First Decade," J. Biomech., 16(6), pp. 385-409. (Pubitemid 13014399)
2. Gilbertson, L. G., Goel, V. K., Kong, W. Z., and Clausen, J. D., 1995, "Finite Element Methods in Spine Biomechanics Research," Crit. Rev. Biomed. Eng., 23(5-6), pp. 411-473.
3. Pandy, M. G., 2001, "Computer Modeling and Simulation of Human Movement," Annu. Rev. Biomed. Eng., 3, pp. 245-273.
4. Anderson, D. D., Goldsworthy, J. K., Li, W., Rudert, M. J., Tochigi, Y., and Brown, T. D., 2007, "Physical Validation of a Patient-Specific Contact Finite Element Model of the Ankle," J. Biomech., 40(8), pp. 1662-1669. (Pubitemid 46702154)
5. Speirs, A. D., Heller, M. O., Duda, G. N., and Taylor, W. R., 2007, "Physiologically Based Boundary Conditions in Finite Element Modelling," J. Biomech., 40(10), pp. 2318-2323.
6. Ellis, B. J., Debski, R. E., Moore, S. M., McMahon, P. J., and Weiss, J. A., 2007, "Methodology and Sensitivity Studies for Finite Element Modeling of the Inferior Glenohumeral Ligament Complex," J. Biomech., 40(3), pp. 603-612.
7. Gardiner, J. C., and Weiss, J. A., 2003, "Subject-Specific Finite Element Analysis of the Human Medial Collateral Ligament During Valgus Knee Loading," J. Orthop. Res., 21(6), pp. 1098-1106.
8. Phatak, N. S., Sun, Q., Kim, S., Parker, D. L., Sanders, R. K., Veress, A. I., Ellis, B. J., and Weiss, J. A., 2007, "Noninvasive Determination of Ligament Strain With Deformable Image Registration," Ann. Biomed. Eng., 35(7), pp. 1175-1187. (Pubitemid 46966267)
9. Weiss, J. A., Gardiner, J. C., Ellis, B. J., Lujan, T. J., and Phatak, N. S., 2005, "Three-Dimensional Finite Element Modeling of Ligaments: Technical Aspects," Med. Eng. Phys., 27, pp. 845-861.
10. Yao, J., Salo, A. D., Lee, J., and Lerner, A., 2008, "Sensitivity of Tibio- Menisco-Femoral Joint Contact Behavior to Variations in Knee Kinematics," J. Biomech., 41(2), pp. 390-398.
11. Bourel, B., Combescure, A., and Valentin, L. D., 2006, "Handling Contact in Multi-Domain Simulation of Automobile Crashes," Finite Elem. Anal. Design, 42(8), pp. 766-779.
12. Gravouil, A., and Combescure, A., 2003, "Multi-Time-Step and Two-Scale Domain Decomposition Method for Non-Linear Structural Dynamics," Int. J. Numer. Methods Eng., 58(10), pp. 1545-1569.
13. Kunzelman, K. S., Einstein, D. R., and Cochran, R. P., 2007, "Fluid-Structure Interaction Models of the Mitral Valve: Function in Normal and Pathological States," Philos. Trans. R. Soc. London, Ser. B, 362(1484), pp. 1393-1406.
14. Nicosia, M. A., Cochran, R. P., Einstein, D. R., Rutland, C. J., and Kunzelman, K. S., 2003, "A Coupled Fluid-Structure Finite Element Model of the Aortic Valve and Root," J. Heart Valve Dis., 12(6), pp. 781-789.
15. Rassaian, M., and Lee, J., 2004, "Generalized Multi-Domain Method for Fatigue Analysis of Interconnect Structures," Finite Elem. Anal. Design, 40(7), pp. 793-805.
16. Besier, T. F., Gold, G. E., Beaupre, G. S., and Delp, S. L., 2005, "A Modeling Framework to Estimate Patellofemoral Joint Cartilage Stress In Vivo," Med. Sci. Sports Exercise, 37, pp. 1924-1930.
17. Koolstra, J. H., and van Eijden, T. M. G. J., 2005, "Combined Finite-Element and Rigid-Body Analysis of Human Jaw Joint Dynamics," J. Biomech., 38(12), pp. 2431-2439.
18. Bei, Y., and Fregly, B. J., 2004, "Multibody Dynamic Simulation of Knee Contact Mechanics," Med. Eng. Phys., 26(9), pp. 777-789. (Pubitemid 39572520)
19. McLean, S. G., Huang, X., Su, A., and van den Bogert, A. J., 2004, "Sagittal Plane Biomechanics Cannot Injure the ACL During Sidestep Cutting," Clin. Biomech. (Bristol, Avon), 19(8), pp. 828-838. (Pubitemid 39172172)
20. Lin, Y., Farr, J., Carter, K., and Fregly, B. J., 2006, "Response Surface Optimization for Joint Contact Model Evaluation," J. Appl. Biomech., 22(2), 120-130.
21. Atkeson, C. G., Moore, A. W., and Schaal, S., 1997, "Locally Weighted Learning for Control," Artif. Intell. Rev., 11[1-5], pp. 75-113.
22. Gerritsen, K. G., van den Bogert, A. J., Hulliger, M., and Zernicke, R. F., 1998, "Intrinsic Muscle Properties Facilitate Locomotor Control-A Computer Simulation Study," Motor Control, 2(3), pp. 206-220.
23. Hardin, E. C., Su, A., and van den Bogert, A. J., 2004, "Foot and Ankle Forces During an Automobile Collision: The Influence of Muscles," J. Biomech., 37(5), 637-44.
24. McLean, S. G., Su, A., and van den Bogert, A. J., 2003, "Development and Validation of a 3-D Model to Predict Knee Joint Loading During Dynamic Movement," J. Biomech. Eng., 125(6), pp. 864-874. (Pubitemid 38160037)
25. Erdemir, A., Viveiros, M. L., Ulbrecht, J. S., and Cavanagh, P. R., 2006, "An Inverse Finite-Element Model of Heel-Pad Indentation," J. Biomech., 39(7), 1279-1286.
26. Birattari, M., Bontempi, G., and Bersini, H., 1999, "Lazy Learning Meets the Recursive Least Squares Algorithm, Proceedings of the 1998 Conference on Advances in Neural Information Processing Systems II," MIT, Cambridge, MA, pp. 375-381.
27. Pandy, M. G., Zajac, F. E., Sim, E., and Levine, W. S., 1990, "An Optimal Control Model For Maximum-Height Human Jumping," J. Biomech., 23(12), 1185-1198.
28. van Soest, A. J., Schwab, A. L., Bobbert, M. F., and van Ingen Schenau, G. J., 1993, "The Influence of the Biarticularity of the Gastrocnemius Muscle on Vertical-Jumping Achievement," J. Biomech., 26, 1-8. (Pubitemid 23053750)
29. Bobbert, M. F., Houdijk, J. H. P., de Koning, J. J., and de Groot, G., 2002, "From a One-Legged Vertical Jump to the Speed-Skating Push-Off: A Stimulation Study," J. Appl. Biomech., 18, pp. 28-45.
30. Andoni, A., and Indyk, P., 2008, "Near-Optimal Hashing Algorithms for Approximate Nearest Neighbor in High Dimensions," Commun. ACM, 51(1), pp. 117-122.
31. Pandy, M. G., and Zajac, F. E., 1991, "Optimal Muscular Coordination Strategies for Jumping," J. Biomech., 24[1], pp. 1-10.
32. Anderson, F. C., and Pandy, M. G., 1999, "A Dynamic Optimization Solution for Vertical Jumping in Three Dimensions," Comput. Methods Biomech. Biomed. Eng., 2(3), pp. 201-231.
33. Anderson, F. C., and Pandy, M. G., 2001, "Dynamic Optimization of Human Walking," J. Biomech. Eng., 123(5), pp. 381-90.
34. Neptune, R. R., Wright, I. C., and van den Bogert, A. J., 2000, "A Method for Numerical Simulation of Single Limb Ground Contact Events: Application to Heel-Toe Running," Comput. Methods Biomech. Biomed. Eng., 3(4), pp. 321-334.