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Bayesian inference of the viscoelastic properties of a Jeffrey’s fluid using optical tweezers
Bayesian inference is a conscientious statistical method which is successfully used in many branches of physics and engineering. Compared to conventional approaches, it makes highly efficient use of information hidden in a measured quantity by predicting the distribution of future data points based...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7820279/ https://www.ncbi.nlm.nih.gov/pubmed/33479292 http://dx.doi.org/10.1038/s41598-021-81094-x |
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author | Paul, Shuvojit Narinder, N Banerjee, Ayan Nayak, K Rajesh Steindl, Jakob Bechinger, Clemens |
author_facet | Paul, Shuvojit Narinder, N Banerjee, Ayan Nayak, K Rajesh Steindl, Jakob Bechinger, Clemens |
author_sort | Paul, Shuvojit |
collection | PubMed |
description | Bayesian inference is a conscientious statistical method which is successfully used in many branches of physics and engineering. Compared to conventional approaches, it makes highly efficient use of information hidden in a measured quantity by predicting the distribution of future data points based on posterior information. Here we apply this method to determine the stress-relaxation time and the solvent and polymer contributions to the frequency dependent viscosity of a viscoelastic Jeffrey’s fluid by the analysis of the measured trajectory of an optically trapped Brownian particle. When comparing the results to those obtained from the auto-correlation function, mean-squared displacement or the power spectrum, we find Bayesian inference to be much more accurate and less affected by systematic errors. |
format | Online Article Text |
id | pubmed-7820279 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-78202792021-01-22 Bayesian inference of the viscoelastic properties of a Jeffrey’s fluid using optical tweezers Paul, Shuvojit Narinder, N Banerjee, Ayan Nayak, K Rajesh Steindl, Jakob Bechinger, Clemens Sci Rep Article Bayesian inference is a conscientious statistical method which is successfully used in many branches of physics and engineering. Compared to conventional approaches, it makes highly efficient use of information hidden in a measured quantity by predicting the distribution of future data points based on posterior information. Here we apply this method to determine the stress-relaxation time and the solvent and polymer contributions to the frequency dependent viscosity of a viscoelastic Jeffrey’s fluid by the analysis of the measured trajectory of an optically trapped Brownian particle. When comparing the results to those obtained from the auto-correlation function, mean-squared displacement or the power spectrum, we find Bayesian inference to be much more accurate and less affected by systematic errors. Nature Publishing Group UK 2021-01-21 /pmc/articles/PMC7820279/ /pubmed/33479292 http://dx.doi.org/10.1038/s41598-021-81094-x Text en © The Author(s) 2021 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Paul, Shuvojit Narinder, N Banerjee, Ayan Nayak, K Rajesh Steindl, Jakob Bechinger, Clemens Bayesian inference of the viscoelastic properties of a Jeffrey’s fluid using optical tweezers |
title | Bayesian inference of the viscoelastic properties of a Jeffrey’s fluid using optical tweezers |
title_full | Bayesian inference of the viscoelastic properties of a Jeffrey’s fluid using optical tweezers |
title_fullStr | Bayesian inference of the viscoelastic properties of a Jeffrey’s fluid using optical tweezers |
title_full_unstemmed | Bayesian inference of the viscoelastic properties of a Jeffrey’s fluid using optical tweezers |
title_short | Bayesian inference of the viscoelastic properties of a Jeffrey’s fluid using optical tweezers |
title_sort | bayesian inference of the viscoelastic properties of a jeffrey’s fluid using optical tweezers |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7820279/ https://www.ncbi.nlm.nih.gov/pubmed/33479292 http://dx.doi.org/10.1038/s41598-021-81094-x |
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