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Formation of multiple complex light structures simultaneously in 3D volume using a single binary phase mask

Complex structure formation inside or through turbid media is a challenging task due to refractive index inhomogeneity, random light scattering, and speckle noise formation. In this article, we have coupled the data regression model in the R-squared metric and used its advantages as a fitness functi...

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Autores principales: Kumar, Amit, Thakur, Sarvesh, Biswas, S. K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10560216/
https://www.ncbi.nlm.nih.gov/pubmed/37805630
http://dx.doi.org/10.1038/s41598-023-42087-0
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author Kumar, Amit
Thakur, Sarvesh
Biswas, S. K.
author_facet Kumar, Amit
Thakur, Sarvesh
Biswas, S. K.
author_sort Kumar, Amit
collection PubMed
description Complex structure formation inside or through turbid media is a challenging task due to refractive index inhomogeneity, random light scattering, and speckle noise formation. In this article, we have coupled the data regression model in the R-squared metric and used its advantages as a fitness function in the genetic algorithm to advance the resolution and structural uniformity. As a compatible system with the binary genetic algorithm, we have presented a cost-effective iterative wavefront shaping system-design with binary phase modulation using an affordable ferroelectric liquid crystal (FLC) based binary-phase spatial light modulator (SLM). R-squared metric in the genetic algorithm is analyzed to optimize the binary phase mask, and the prototype system based on iterative binary phase modulation has been validated with a 120-grit ground glass diffuser and fresh chicken tissues of thickness 307 [Formula: see text] and 812 [Formula: see text] . The detailed results show that the proposed cost-effective wavefront shaping system with data regression model assisted R-squared fitness function can construct high-resolution multiple complex hetero-structures simultaneously in 3D volume using an optimized single phase-mask.
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spelling pubmed-105602162023-10-09 Formation of multiple complex light structures simultaneously in 3D volume using a single binary phase mask Kumar, Amit Thakur, Sarvesh Biswas, S. K. Sci Rep Article Complex structure formation inside or through turbid media is a challenging task due to refractive index inhomogeneity, random light scattering, and speckle noise formation. In this article, we have coupled the data regression model in the R-squared metric and used its advantages as a fitness function in the genetic algorithm to advance the resolution and structural uniformity. As a compatible system with the binary genetic algorithm, we have presented a cost-effective iterative wavefront shaping system-design with binary phase modulation using an affordable ferroelectric liquid crystal (FLC) based binary-phase spatial light modulator (SLM). R-squared metric in the genetic algorithm is analyzed to optimize the binary phase mask, and the prototype system based on iterative binary phase modulation has been validated with a 120-grit ground glass diffuser and fresh chicken tissues of thickness 307 [Formula: see text] and 812 [Formula: see text] . The detailed results show that the proposed cost-effective wavefront shaping system with data regression model assisted R-squared fitness function can construct high-resolution multiple complex hetero-structures simultaneously in 3D volume using an optimized single phase-mask. Nature Publishing Group UK 2023-10-07 /pmc/articles/PMC10560216/ /pubmed/37805630 http://dx.doi.org/10.1038/s41598-023-42087-0 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This 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
Kumar, Amit
Thakur, Sarvesh
Biswas, S. K.
Formation of multiple complex light structures simultaneously in 3D volume using a single binary phase mask
title Formation of multiple complex light structures simultaneously in 3D volume using a single binary phase mask
title_full Formation of multiple complex light structures simultaneously in 3D volume using a single binary phase mask
title_fullStr Formation of multiple complex light structures simultaneously in 3D volume using a single binary phase mask
title_full_unstemmed Formation of multiple complex light structures simultaneously in 3D volume using a single binary phase mask
title_short Formation of multiple complex light structures simultaneously in 3D volume using a single binary phase mask
title_sort formation of multiple complex light structures simultaneously in 3d volume using a single binary phase mask
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10560216/
https://www.ncbi.nlm.nih.gov/pubmed/37805630
http://dx.doi.org/10.1038/s41598-023-42087-0
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