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AXEAP:一款使用无监督机器学习进行 X 射线发射数据分析的软件包。

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

机构信息

X-ray Science Division, Advanced Photon Source, Argonne National Laboratory, 9700 South Cass Avenue, Lemont, IL 60439, USA.

Department of Physics Education and Institute of Fusion Science, Jeonbuk National University, Jeonju 54896, Republic of Korea.

出版信息

J Synchrotron Radiat. 2022 Sep 1;29(Pt 5):1309-1317. doi: 10.1107/S1600577522006786. Epub 2022 Jul 21.

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.

摘要

Argonne 射线发射分析包(AXEAP)已经开发出来,用于校准和处理使用二维(2D)位置敏感探测器收集的射线发射光谱(XES)数据。AXEAP 的设计目的是使用计算和无监督机器学习实时将 2D XES 图像转换为 XES 光谱。AXEAP 能够以类似于数据采集的速率进行这种转换,允许在数据采集期间进行实时比较,从而将从千兆字节大小的图像文件存储的数据量减少到千字节大小的文本文件。AXEAP 具有用户友好的界面,包括来自多个边缘和元素的非共振和共振 XES 图像的数据处理。AXEAP 是用 MATLAB 编写的,可以在常见的操作系统上运行,包括 Linux、Windows 和 MacOS。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4207/9455206/ce7f2030f6b2/s-29-01309-fig1.jpg

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