Complex physiological events such as hemorrhage are met with a continuum of responses in individual test subjects that range from complete compensation to circulatory failure. Predicting the circulatory outcome of an individual potentially affects treatment modalities, for example, by indicating that aggressive intervention is justified based on the likelihood of a negative result with a more passive therapy. We have previously determined an algorithm for calibrating and sampling parameter distributions that generate experimentally verified output distributions via an application of the Metropolis algorithm. This technique is advanced here by the addition of a three-pronged post hoc analysis. First is an inductive algorithm generating minimal parameter sets yielding efficient classification (MER). This algorithm is validated with PCA on the resulting parameter subsets. Finally, we provide an analysis on the response characteristics of clusters determined by a density dependent algorithm on the parameter/variable subspace indicated by the MER.
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ASME 2013 Conference on Frontiers in Medical Devices: Applications of Computer Modeling and Simulation
September 11–13, 2013
Washington, DC, USA
Conference Sponsors:
- Bioengineering Division
ISBN:
978-0-7918-5600-0
PROCEEDINGS PAPER
Calibrating and Analyzing a Mathematical Model of Human Circulation and its Response to Hemorrhage Available to Purchase
William A. Pruett,
William A. Pruett
University of Mississippi Medical Center, Jackson, MS
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Robert L. Hester
Robert L. Hester
University of Mississippi Medical Center, Jackson, MS
Search for other works by this author on:
William A. Pruett
University of Mississippi Medical Center, Jackson, MS
Robert L. Hester
University of Mississippi Medical Center, Jackson, MS
Paper No:
FMD2013-16190, V001T09A004; 2 pages
Published Online:
February 19, 2014
Citation
Pruett, WA, & Hester, RL. "Calibrating and Analyzing a Mathematical Model of Human Circulation and its Response to Hemorrhage." Proceedings of the ASME 2013 Conference on Frontiers in Medical Devices: Applications of Computer Modeling and Simulation. ASME 2013 Conference on Frontiers in Medical Devices: Applications of Computer Modeling and Simulation. Washington, DC, USA. September 11–13, 2013. V001T09A004. ASME. https://doi.org/10.1115/FMD2013-16190
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