https://github.com/superstar54/pyxps

Python code to analyze x-ray phonons spectroscopy (XPS) by deep learning (DL), including convolutional neural network (CNN) methods.
https://github.com/superstar54/pyxps

Last synced: 2 months ago
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Python code to analyze x-ray phonons spectroscopy (XPS) by deep learning (DL), including convolutional neural network (CNN) methods.

• Host: GitHub
• URL: https://github.com/superstar54/pyxps
• Owner: superstar54
• License: mit
• Created: 2018-01-29T16:05:28.000Z (almost 7 years ago)
• Default Branch: master
• Last Pushed: 2021-12-31T21:53:03.000Z (about 3 years ago)
• Last Synced: 2024-10-06T22:21:20.583Z (3 months ago)
• Language: Python
• Size: 9.59 MB
• Stars: 4
• Watchers: 4
• Forks: 1
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# PyXPS

Python code to analyze  x-ray phonons spectroscopy (XPS) by deep learning (DL), including convolutional neural network (CNN) methods.

**PyXPS** is an python code library for the purposes of conducting machine learning and deep neural networks to analyze XPS spectrum. The code is general enough to be applicable in a wide variety of other spectrum, as well.

## Installation

*TensorFlow and TFLearn are needed to run the code.

## Implementation

* Generate databases for traning and testing

* Build a convolutional neural network model to recognize the number of peaks in the databases.

## For more information

* Contact Xing Wang([email protected])