Can I read Machine Learning for Space Group Prediction on EtoBox?

Machine Learning for Space Group Prediction by Ahmed Shalaby is a document available to read on EtoBox.

What is Machine Learning for Space Group Prediction about?

This document presents a machine learning method for predicting the space group of a structure using atomic pair distribution functions (PDFs). A convolutional neural network (CNN) model was trained on over 100,000 PDFs and achieved a 91.9% accuracy in identifying the correct space group among the top-6 estimates. The model also demonstrated effectiveness on experimental PDFs, indicating potential for broader applications in crystallography.

Author

Ahmed Shalaby

Language

EN