Data and scripts from "Unsupervised learning for structure detection in plastically deformed crystals"
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This documents contains the scripts and dataset used for the paper "Unsupervised learning for structure detection in plastically deformed crystals". More precisely it contains 4 folders : <br> DumpForFigures : subfolder containing the atomic positions in .dump format (see lammps documentation) used for the article figures. DumpForTraining : subfolder containing the atomic position in .dump format (see lammps documentation) used for training the autoencoder. ScriptsToDetectStructuresFromDump : subfolder containing the script sused to detect the substructures of the system by combining autoencoder and clustering methods. This folder contains a readme with the details of the contents. ScriptToGenerateDump : subfolder containing the scripts used to generate the atomic data with molecular dynamics. These data are then used to train the autoencoder. This folder contains a readme with the details of the contents. REQUIREMENTS : Lammps Python3 with packages : -numpy -matplotlib -pyscal -sci-kit learn -pytorch -glob



