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AXEAP: a software package for X-ray emission data analysis using unsupervised machine learning
The Argonne X-ray Emission Analysis Package (AXEAP) has been developed to calibrate and process X-ray emission spectroscopy (XES) data collected with a two-dimensional (2D) position-sensitive detector. AXEAP is designed to convert a 2D XES image into an XES spectrum in real time using both calculati...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
International Union of Crystallography
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9455206/ https://www.ncbi.nlm.nih.gov/pubmed/36073891 http://dx.doi.org/10.1107/S1600577522006786 |
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author | Hwang, In-Hui Solovyev, Mikhail A. Han, Sang-Wook Chan, Maria K. Y. Hammonds, John P. Heald, Steve M. Kelly, Shelly D. Schwarz, Nicholas Zhang, Xiaoyi Sun, Cheng-Jun |
author_facet | Hwang, In-Hui Solovyev, Mikhail A. Han, Sang-Wook Chan, Maria K. Y. Hammonds, John P. Heald, Steve M. Kelly, Shelly D. Schwarz, Nicholas Zhang, Xiaoyi Sun, Cheng-Jun |
author_sort | Hwang, In-Hui |
collection | PubMed |
description | The Argonne X-ray Emission Analysis Package (AXEAP) has been developed to calibrate and process X-ray emission spectroscopy (XES) data collected with a two-dimensional (2D) position-sensitive detector. AXEAP is designed to convert a 2D XES image into an XES spectrum in real time using both calculations and unsupervised machine learning. AXEAP is capable of making this transformation at a rate similar to data collection, allowing real-time comparisons during data collection, reducing the amount of data stored from gigabyte-sized image files to kilobyte-sized text files. With a user-friendly interface, AXEAP includes data processing for non-resonant and resonant XES images from multiple edges and elements. AXEAP is written in MATLAB and can run on common operating systems, including Linux, Windows, and MacOS. |
format | Online Article Text |
id | pubmed-9455206 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | International Union of Crystallography |
record_format | MEDLINE/PubMed |
spelling | pubmed-94552062022-10-03 AXEAP: a software package for X-ray emission data analysis using unsupervised machine learning Hwang, In-Hui Solovyev, Mikhail A. Han, Sang-Wook Chan, Maria K. Y. Hammonds, John P. Heald, Steve M. Kelly, Shelly D. Schwarz, Nicholas Zhang, Xiaoyi Sun, Cheng-Jun J Synchrotron Radiat Computer Programs The Argonne X-ray Emission Analysis Package (AXEAP) has been developed to calibrate and process X-ray emission spectroscopy (XES) data collected with a two-dimensional (2D) position-sensitive detector. AXEAP is designed to convert a 2D XES image into an XES spectrum in real time using both calculations and unsupervised machine learning. AXEAP is capable of making this transformation at a rate similar to data collection, allowing real-time comparisons during data collection, reducing the amount of data stored from gigabyte-sized image files to kilobyte-sized text files. With a user-friendly interface, AXEAP includes data processing for non-resonant and resonant XES images from multiple edges and elements. AXEAP is written in MATLAB and can run on common operating systems, including Linux, Windows, and MacOS. International Union of Crystallography 2022-07-21 /pmc/articles/PMC9455206/ /pubmed/36073891 http://dx.doi.org/10.1107/S1600577522006786 Text en © In-Hui Hwang et al. 2022 https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution (CC-BY) Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original authors and source are cited. |
spellingShingle | Computer Programs Hwang, In-Hui Solovyev, Mikhail A. Han, Sang-Wook Chan, Maria K. Y. Hammonds, John P. Heald, Steve M. Kelly, Shelly D. Schwarz, Nicholas Zhang, Xiaoyi Sun, Cheng-Jun AXEAP: a software package for X-ray emission data analysis using unsupervised machine learning |
title |
AXEAP: a software package for X-ray emission data analysis using unsupervised machine learning |
title_full |
AXEAP: a software package for X-ray emission data analysis using unsupervised machine learning |
title_fullStr |
AXEAP: a software package for X-ray emission data analysis using unsupervised machine learning |
title_full_unstemmed |
AXEAP: a software package for X-ray emission data analysis using unsupervised machine learning |
title_short |
AXEAP: a software package for X-ray emission data analysis using unsupervised machine learning |
title_sort | axeap: a software package for x-ray emission data analysis using unsupervised machine learning |
topic | Computer Programs |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9455206/ https://www.ncbi.nlm.nih.gov/pubmed/36073891 http://dx.doi.org/10.1107/S1600577522006786 |
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