Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: International Union of Crystallography 2022
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
_version_ 1784785530759675904
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
work_keys_str_mv AT hwanginhui axeapasoftwarepackageforxrayemissiondataanalysisusingunsupervisedmachinelearning
AT solovyevmikhaila axeapasoftwarepackageforxrayemissiondataanalysisusingunsupervisedmachinelearning
AT hansangwook axeapasoftwarepackageforxrayemissiondataanalysisusingunsupervisedmachinelearning
AT chanmariaky axeapasoftwarepackageforxrayemissiondataanalysisusingunsupervisedmachinelearning
AT hammondsjohnp axeapasoftwarepackageforxrayemissiondataanalysisusingunsupervisedmachinelearning
AT healdstevem axeapasoftwarepackageforxrayemissiondataanalysisusingunsupervisedmachinelearning
AT kellyshellyd axeapasoftwarepackageforxrayemissiondataanalysisusingunsupervisedmachinelearning
AT schwarznicholas axeapasoftwarepackageforxrayemissiondataanalysisusingunsupervisedmachinelearning
AT zhangxiaoyi axeapasoftwarepackageforxrayemissiondataanalysisusingunsupervisedmachinelearning
AT sunchengjun axeapasoftwarepackageforxrayemissiondataanalysisusingunsupervisedmachinelearning