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

被引：7

作者：

Hwang, In Hui ^{[1
]}

Solovyev, Mikhail A. ^{[1
]}

Han, Sang Wook ^{[2
,3
]}

Chan, Maria K. Y. ^{[4
]}

Hammonds, John P. ^{[1
]}

Heald, Steve M. ^{[1
]}

Kelly, Shelly D. ^{[1
]}

Schwarz, Nicholas ^{[1
]}

Zhang, Xiaoyi ^{[1
]}

Sun, Cheng Jun ^{[1
]}

机构：

[1] Argonne Natl Lab, Xray Sci Div, Adv Photon Source, 9700 South Cass Ave, Argonne, IL 60439 USA

[2] Jeonbuk Natl Univ, Dept Phys Educ, Jeonju 54896, South Korea

[3] Jeonbuk Natl Univ, Inst Fus Sci, Jeonju 54896, South Korea

[4] Argonne Natl Lab, Ctr Nanoscale Nanomat, 9700 S Cass Ave, Argonne, IL 60439 USA

来源：

JOURNAL OF SYNCHROTRON RADIATION | 2022年 / 29卷 / Pt 5期

关键词：

AXEAP; XES; unsupervised machine learning; user-friendly interface;

D O I：

10.1107/S1600577522006786

中图分类号：

TH7 [仪器、仪表];

学科分类号：

0804 ; 080401 ; 081102 ;

摘要：

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.

引用

页码：1309 / 1317

页数：9

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