Back to Search
Start Over
AXEAP: a software package for X-ray emission data analysis using unsupervised machine learning.
- Source :
-
Journal of synchrotron radiation [J Synchrotron Radiat] 2022 Sep 01; Vol. 29 (Pt 5), pp. 1309-1317. Date of Electronic Publication: 2022 Jul 21. - Publication Year :
- 2022
-
Abstract
- 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.<br /> (open access.)
- Subjects :
- Radiography
Software
X-Rays
Data Analysis
Unsupervised Machine Learning
Subjects
Details
- Language :
- English
- ISSN :
- 1600-5775
- Volume :
- 29
- Issue :
- Pt 5
- Database :
- MEDLINE
- Journal :
- Journal of synchrotron radiation
- Publication Type :
- Academic Journal
- Accession number :
- 36073891
- Full Text :
- https://doi.org/10.1107/S1600577522006786