Cargando…
The influence of flow model selection on finite element model parameter estimation using Bayesian inference
Recently, Bayesian estimation coupled with finite element modeling has been demonstrated as a viable tool for estimating vocal fold material properties from kinematic information obtained via high-speed video recordings. In this article, the sensitivity of the parameter estimations to the employed f...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Acoustical Society of America
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8182970/ https://www.ncbi.nlm.nih.gov/pubmed/34136884 http://dx.doi.org/10.1121/10.0004260 |
_version_ | 1783704293825576960 |
---|---|
author | Hadwin, Paul J. Erath, Byron D. Peterson, Sean D. |
author_facet | Hadwin, Paul J. Erath, Byron D. Peterson, Sean D. |
author_sort | Hadwin, Paul J. |
collection | PubMed |
description | Recently, Bayesian estimation coupled with finite element modeling has been demonstrated as a viable tool for estimating vocal fold material properties from kinematic information obtained via high-speed video recordings. In this article, the sensitivity of the parameter estimations to the employed fluid model is explored by considering Bernoulli and one-dimensional viscous fluid flow models. Simulation results indicate that prescribing an ad hoc separation location for the Bernoulli flow model can lead to large estimate biases, whereas including the separation location as an estimated parameter leads to results comparable to that of the viscous fluid flow model. |
format | Online Article Text |
id | pubmed-8182970 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Acoustical Society of America |
record_format | MEDLINE/PubMed |
spelling | pubmed-81829702021-06-14 The influence of flow model selection on finite element model parameter estimation using Bayesian inference Hadwin, Paul J. Erath, Byron D. Peterson, Sean D. JASA Express Lett Speech Communication Recently, Bayesian estimation coupled with finite element modeling has been demonstrated as a viable tool for estimating vocal fold material properties from kinematic information obtained via high-speed video recordings. In this article, the sensitivity of the parameter estimations to the employed fluid model is explored by considering Bernoulli and one-dimensional viscous fluid flow models. Simulation results indicate that prescribing an ad hoc separation location for the Bernoulli flow model can lead to large estimate biases, whereas including the separation location as an estimated parameter leads to results comparable to that of the viscous fluid flow model. Acoustical Society of America 2021-04 2021-04-15 /pmc/articles/PMC8182970/ /pubmed/34136884 http://dx.doi.org/10.1121/10.0004260 Text en © 2021 Author(s). 0001-4966/2021/1(4)/045204/8 https://creativecommons.org/licenses/by/4.0/All article content, except where otherwise noted, is licensed under a Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ). |
spellingShingle | Speech Communication Hadwin, Paul J. Erath, Byron D. Peterson, Sean D. The influence of flow model selection on finite element model parameter estimation using Bayesian inference |
title | The influence of flow model selection on finite element model parameter estimation using Bayesian inference |
title_full | The influence of flow model selection on finite element model parameter estimation using Bayesian inference |
title_fullStr | The influence of flow model selection on finite element model parameter estimation using Bayesian inference |
title_full_unstemmed | The influence of flow model selection on finite element model parameter estimation using Bayesian inference |
title_short | The influence of flow model selection on finite element model parameter estimation using Bayesian inference |
title_sort | influence of flow model selection on finite element model parameter estimation using bayesian inference |
topic | Speech Communication |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8182970/ https://www.ncbi.nlm.nih.gov/pubmed/34136884 http://dx.doi.org/10.1121/10.0004260 |
work_keys_str_mv | AT hadwinpaulj theinfluenceofflowmodelselectiononfiniteelementmodelparameterestimationusingbayesianinference AT erathbyrond theinfluenceofflowmodelselectiononfiniteelementmodelparameterestimationusingbayesianinference AT petersonseand theinfluenceofflowmodelselectiononfiniteelementmodelparameterestimationusingbayesianinference AT hadwinpaulj influenceofflowmodelselectiononfiniteelementmodelparameterestimationusingbayesianinference AT erathbyrond influenceofflowmodelselectiononfiniteelementmodelparameterestimationusingbayesianinference AT petersonseand influenceofflowmodelselectiononfiniteelementmodelparameterestimationusingbayesianinference |