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J Biomech. 2009 Mar 11;42(4):524-30. doi: 10.1016/j.jbiomech.2008.11.022. Epub 2009 Jan 20.

On parameter estimation for biaxial mechanical behavior of arteries.

Author information

1
Department of Mechanical Engineering, Michigan State University, East Lansing, MI 48824-1226, USA.

Abstract

This article considers the parameter estimation of multi-fiber family models for biaxial mechanical behavior of passive arteries in the presence of the measurement errors. First, the uncertainty propagation due to the errors in variables has been carefully characterized using the constitutive model. Then, the parameter estimation of the artery model has been formulated into nonlinear least squares optimization with an appropriately chosen weight from the uncertainty model. The proposed technique is evaluated using multiple sets of synthesized data with fictitious measurement noises. The results of the estimation are compared with those of the conventional nonlinear least squares optimization without a proper weight factor. The proposed method significantly improves the quality of parameter estimation as the amplitude of the errors in variables becomes larger. We also investigate model selection criteria to decide the optimal number of fiber families in the multi-fiber family model with respect to the experimental data balancing between variance and bias errors.

PMID:
19159887
DOI:
10.1016/j.jbiomech.2008.11.022
[Indexed for MEDLINE]

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