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Algorithms for Particle Detection in Complex Plasmas

In complex plasmas, the behavior of freely floating micrometer sized particles is studied. The particles can be directly visualized and recorded by digital video cameras. To analyze the dynamics of single particles, reliable algorithms are required to accurately determine their positions to sub-pixe...

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Detalles Bibliográficos
Autores principales: Mohr, Daniel P., Knapek, Christina A., Huber, Peter, Zaehringer, Erich
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8320916/
https://www.ncbi.nlm.nih.gov/pubmed/34460478
http://dx.doi.org/10.3390/jimaging5020030
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author Mohr, Daniel P.
Knapek, Christina A.
Huber, Peter
Zaehringer, Erich
author_facet Mohr, Daniel P.
Knapek, Christina A.
Huber, Peter
Zaehringer, Erich
author_sort Mohr, Daniel P.
collection PubMed
description In complex plasmas, the behavior of freely floating micrometer sized particles is studied. The particles can be directly visualized and recorded by digital video cameras. To analyze the dynamics of single particles, reliable algorithms are required to accurately determine their positions to sub-pixel accuracy from the recorded images. Typically, a straightforward algorithm such as the moment method is used for this task. Here, we combine different variations of the moment method with common techniques for image pre- and post-processing (e.g., noise reduction and fitting), and we investigate the impact of the choice of threshold parameters, including an automatic threshold detection, on synthetic data with known attributes. The results quantitatively show that each algorithm and method has its own advantage, often depending on the problem at hand. This knowledge is applicable not only to complex plasmas, but useful for any kind of comparable image-based particle tracking, e.g., in the field of colloids or granular matter.
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spelling pubmed-83209162021-08-26 Algorithms for Particle Detection in Complex Plasmas Mohr, Daniel P. Knapek, Christina A. Huber, Peter Zaehringer, Erich J Imaging Review In complex plasmas, the behavior of freely floating micrometer sized particles is studied. The particles can be directly visualized and recorded by digital video cameras. To analyze the dynamics of single particles, reliable algorithms are required to accurately determine their positions to sub-pixel accuracy from the recorded images. Typically, a straightforward algorithm such as the moment method is used for this task. Here, we combine different variations of the moment method with common techniques for image pre- and post-processing (e.g., noise reduction and fitting), and we investigate the impact of the choice of threshold parameters, including an automatic threshold detection, on synthetic data with known attributes. The results quantitatively show that each algorithm and method has its own advantage, often depending on the problem at hand. This knowledge is applicable not only to complex plasmas, but useful for any kind of comparable image-based particle tracking, e.g., in the field of colloids or granular matter. MDPI 2019-02-21 /pmc/articles/PMC8320916/ /pubmed/34460478 http://dx.doi.org/10.3390/jimaging5020030 Text en © 2019 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ).
spellingShingle Review
Mohr, Daniel P.
Knapek, Christina A.
Huber, Peter
Zaehringer, Erich
Algorithms for Particle Detection in Complex Plasmas
title Algorithms for Particle Detection in Complex Plasmas
title_full Algorithms for Particle Detection in Complex Plasmas
title_fullStr Algorithms for Particle Detection in Complex Plasmas
title_full_unstemmed Algorithms for Particle Detection in Complex Plasmas
title_short Algorithms for Particle Detection in Complex Plasmas
title_sort algorithms for particle detection in complex plasmas
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8320916/
https://www.ncbi.nlm.nih.gov/pubmed/34460478
http://dx.doi.org/10.3390/jimaging5020030
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