Predictive Behavior of a Computational Foot/Ankle Model through Artificial Neural Networks.

Comput Math Methods Med

Department of Biomedical Engineering, Virginia Commonwealth University, 401 West Main Street, P.O. Box 843067, Richmond, VA 23284-3067, USA.

Published: March 2017

Computational models are useful tools to study the biomechanics of human joints. Their predictive performance is heavily dependent on bony anatomy and soft tissue properties. Imaging data provides anatomical requirements while approximate tissue properties are implemented from literature data, when available. We sought to improve the predictive capability of a computational foot/ankle model by optimizing its ligament stiffness inputs using feedforward and radial basis function neural networks. While the former demonstrated better performance than the latter per mean square error, both networks provided reasonable stiffness predictions for implementation into the computational model.

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http://www.ncbi.nlm.nih.gov/pmc/articles/PMC5304311PMC
http://dx.doi.org/10.1155/2017/3602928DOI Listing

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