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Efficient computation of the steady-state and time-domain solutions of the photon diffusion equation in layered turbid media
Accurate and efficient forward models of photon migration in heterogeneous geometries are important for many applications of light in medicine because many biological tissues exhibit a layered structure of independent optical properties and thickness. However, closed form analytical solutions are no...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9643457/ https://www.ncbi.nlm.nih.gov/pubmed/36347893 http://dx.doi.org/10.1038/s41598-022-22649-4 |
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author | Helton, Michael Zerafa, Samantha Vishwanath, Karthik Mycek, Mary-Ann |
author_facet | Helton, Michael Zerafa, Samantha Vishwanath, Karthik Mycek, Mary-Ann |
author_sort | Helton, Michael |
collection | PubMed |
description | Accurate and efficient forward models of photon migration in heterogeneous geometries are important for many applications of light in medicine because many biological tissues exhibit a layered structure of independent optical properties and thickness. However, closed form analytical solutions are not readily available for layered tissue-models, and often are modeled using computationally expensive numerical techniques or theoretical approximations that limit accuracy and real-time analysis. Here, we develop an open-source accurate, efficient, and stable numerical routine to solve the diffusion equation in the steady-state and time-domain for a layered cylinder tissue model with an arbitrary number of layers and specified thickness and optical coefficients. We show that the steady-state ([Formula: see text] ms) and time-domain ([Formula: see text] ms) fluence (for an 8-layer medium) can be calculated with absolute numerical errors approaching machine precision. The numerical implementation increased computation speed by 3 to 4 orders of magnitude compared to previously reported theoretical solutions in layered media. We verify our solutions asymptotically to homogeneous tissue geometries using closed form analytical solutions to assess convergence and numerical accuracy. Approximate solutions to compute the reflected intensity are presented which can decrease the computation time by an additional 2–3 orders of magnitude. We also compare our solutions for 2, 3, and 5 layered media to gold-standard Monte Carlo simulations in layered tissue models of high interest in biomedical optics (e.g. skin/fat/muscle and brain). The presented routine could enable more robust real-time data analysis tools in heterogeneous tissues that are important in many clinical applications such as functional brain imaging and diffuse optical spectroscopy. |
format | Online Article Text |
id | pubmed-9643457 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-96434572022-11-15 Efficient computation of the steady-state and time-domain solutions of the photon diffusion equation in layered turbid media Helton, Michael Zerafa, Samantha Vishwanath, Karthik Mycek, Mary-Ann Sci Rep Article Accurate and efficient forward models of photon migration in heterogeneous geometries are important for many applications of light in medicine because many biological tissues exhibit a layered structure of independent optical properties and thickness. However, closed form analytical solutions are not readily available for layered tissue-models, and often are modeled using computationally expensive numerical techniques or theoretical approximations that limit accuracy and real-time analysis. Here, we develop an open-source accurate, efficient, and stable numerical routine to solve the diffusion equation in the steady-state and time-domain for a layered cylinder tissue model with an arbitrary number of layers and specified thickness and optical coefficients. We show that the steady-state ([Formula: see text] ms) and time-domain ([Formula: see text] ms) fluence (for an 8-layer medium) can be calculated with absolute numerical errors approaching machine precision. The numerical implementation increased computation speed by 3 to 4 orders of magnitude compared to previously reported theoretical solutions in layered media. We verify our solutions asymptotically to homogeneous tissue geometries using closed form analytical solutions to assess convergence and numerical accuracy. Approximate solutions to compute the reflected intensity are presented which can decrease the computation time by an additional 2–3 orders of magnitude. We also compare our solutions for 2, 3, and 5 layered media to gold-standard Monte Carlo simulations in layered tissue models of high interest in biomedical optics (e.g. skin/fat/muscle and brain). The presented routine could enable more robust real-time data analysis tools in heterogeneous tissues that are important in many clinical applications such as functional brain imaging and diffuse optical spectroscopy. Nature Publishing Group UK 2022-11-08 /pmc/articles/PMC9643457/ /pubmed/36347893 http://dx.doi.org/10.1038/s41598-022-22649-4 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Helton, Michael Zerafa, Samantha Vishwanath, Karthik Mycek, Mary-Ann Efficient computation of the steady-state and time-domain solutions of the photon diffusion equation in layered turbid media |
title | Efficient computation of the steady-state and time-domain solutions of the photon diffusion equation in layered turbid media |
title_full | Efficient computation of the steady-state and time-domain solutions of the photon diffusion equation in layered turbid media |
title_fullStr | Efficient computation of the steady-state and time-domain solutions of the photon diffusion equation in layered turbid media |
title_full_unstemmed | Efficient computation of the steady-state and time-domain solutions of the photon diffusion equation in layered turbid media |
title_short | Efficient computation of the steady-state and time-domain solutions of the photon diffusion equation in layered turbid media |
title_sort | efficient computation of the steady-state and time-domain solutions of the photon diffusion equation in layered turbid media |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9643457/ https://www.ncbi.nlm.nih.gov/pubmed/36347893 http://dx.doi.org/10.1038/s41598-022-22649-4 |
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