M3-Learning: Multifunctional Materials and Machine learning

Joshua C. Agar

Assistant Professor

Department of Mechanical Engineering and Mechanics

jca92@drexel.edu

This jupyterbook contains tutorials, datasets, and designs for reserach products in the M3-Learning Group

Table of Contents

Data Sets

• Band Excitation Piezoresponse Force Microscopy of \(PbZr_{0.2}Ti_{0.8}O_3\)
• Piezoelectric Hysteresis Loops

Papers

• Imaging and structure analysis of ferroelectric domains, domain walls, and vortices by scanning electron diffraction
• Predicting Pulsed-Laser Deposition $SrTiO_3$ Homoepitaxy Growth Dynamics using High-Speed Reflection High-Energy Electron Diffraction
• The effect of chemical environment and temperature on the domain structure of free-standing $BaTiO_3$ via in-situ STEM

Tutorials

• Unsupervised Spectral Unmixing with Autoencoders
• Imports Packages
• Generating Data
• Physics Constrained Autoencoders
• Cycle Consistent Spatial Transforming Autoencoder

Documentation

• docs