Computer simulations of orthopaedic devices can be prohibitively time consuming, particularly when assessing multiple design and environmental factors. Chang et al. (1999) address these computational challenges using an efficient statistical predictor to optimize a flexible hip implant, defined by a midstem reduction, subjected to multiple environmental conditions. Here, we extend this methodology by: (1) explicitly considering constraint equations in the optimization formulation, (2) showing that the optimal design for one environmental distribution is robust to alternate distributions, and (3) illustrating a sensitivity analysis technique to determine influential design and environmental factors. A thin midstem diameter with a short stabilizing distal tip minimized the bone remodeling signal while maintaining satisfactory stability. Hip joint force orientation was more influential than the effect of the controllable design variables on bone remodeling and the cancellous bone elastic modulus had the most influence on relative motion, both results indicating the importance of including uncontrollable environmental factors. The optimal search indicated that only 16 to 22 computer simulations were necessary to predict the optimal design, a significant savings over traditional search techniques.
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June 2001
Technical Papers
Design and Analysis of Robust Total Joint Replacements: Finite Element Model Experiments With Environmental Variables
Paul B. Chang,
Paul B. Chang
Sibley School of Mechanical and Aerospace Engineering, Cornell University, Ithaca, NY 14853
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Brian J. Williams,
Brian J. Williams
Department of Statistics, The Ohio State University, Columbus, OH 43210
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Kanwaljeet Singh Bawa Bhalla,
Kanwaljeet Singh Bawa Bhalla
Sibley School of Mechanical and Aerospace Engineering, Cornell University, Ithaca, NY 14853
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Thomas W. Belknap,
Thomas W. Belknap
Sibley School of Mechanical and Aerospace Engineering, Cornell University, Ithaca, NY 14853
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Thomas J. Santner,
Thomas J. Santner
Department of Statistics, The Ohio State University, Columbus, OH 43210
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William I. Notz,
William I. Notz
Department of Statistics, The Ohio State University, Columbus, OH 43210
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Donald L. Bartel
Donald L. Bartel
Sibley School of Mechanical and Aerospace Engineering, Cornell University, Ithaca, NY 14853
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Paul B. Chang
Sibley School of Mechanical and Aerospace Engineering, Cornell University, Ithaca, NY 14853
Brian J. Williams
Department of Statistics, The Ohio State University, Columbus, OH 43210
Kanwaljeet Singh Bawa Bhalla
Sibley School of Mechanical and Aerospace Engineering, Cornell University, Ithaca, NY 14853
Thomas W. Belknap
Sibley School of Mechanical and Aerospace Engineering, Cornell University, Ithaca, NY 14853
Thomas J. Santner
Department of Statistics, The Ohio State University, Columbus, OH 43210
William I. Notz
Department of Statistics, The Ohio State University, Columbus, OH 43210
Donald L. Bartel
Sibley School of Mechanical and Aerospace Engineering, Cornell University, Ithaca, NY 14853
Contributed by the Bioengineering Division for publication in the JOURNAL OF BIOMECHANICAL ENGINEERING. Manuscript received by the Bioengineering Division January 23, 2000; revised manuscript received January 11, 2001. Associate Editor: T. M. Keaveny.
J Biomech Eng. Jun 2001, 123(3): 239-246 (8 pages)
Published Online: January 11, 2001
Article history
Received:
January 23, 2000
Revised:
January 11, 2001
Citation
Chang, P. B., Williams, B. J., Bhalla , K. S. B., Belknap, T. W., Santner , T. J., Notz, W. I., and Bartel, D. L. (January 11, 2001). "Design and Analysis of Robust Total Joint Replacements: Finite Element Model Experiments With Environmental Variables ." ASME. J Biomech Eng. June 2001; 123(3): 239–246. https://doi.org/10.1115/1.1372701
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