AXEAP: a software package for X-ray emission data analysis using unsupervised machine learning

Author:

Hwang In-Hui,Solovyev Mikhail A.,Han Sang-Wook,Chan Maria K. Y.ORCID,Hammonds John P.,Heald Steve M.,Kelly Shelly D.,Schwarz Nicholas,Zhang Xiaoyi,Sun Cheng-Jun

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.

Funder

US Department of Energy, Office of Science

Argonne National Laboratory

Publisher

International Union of Crystallography (IUCr)

Subject

Instrumentation,Nuclear and High Energy Physics,Radiation

Reference14 articles.

1. Alloghani, M., Al-Jumeily, D., Mustafina, J., Hussain, A. & Aljaaf, A. J. (2020). Supervised and Unsupervised Learning for Data Science, pp. 3-21. edited by M. Berry, A. Mohamed & B. Yap. Cham: Springer.

2. Arthur, D. & Vassilvitskii, S. (2007). Proceedings of the Eighteenth Annual ACM-SIAM Symposium on Discrete Algorithms (SODA'07), 7-9 January 2007, New Orleans, LA, USA, pp. 1027-1035. Philadelphia: Society for Industrial and Applied Mathematics.

3. Probing Physical Oxidation State by Resonant X‐ray Emission Spectroscopy: Applications to Iron Model Complexes and Nitrogenase

4. A short working distance multiple crystal x-ray spectrometer

5. X-ray Emission Spectroscopy as an in Situ Diagnostic Tool for X-ray Crystallography of Metalloproteins Using an X-ray Free-Electron Laser

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