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X-Ray Diffraction (XRD)

2 papers with code · Miscellaneous

Diffraction of X-ray patterns and images, with common applications for materials and images.

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Greatest papers with code

Fast classification of small X-ray diffraction datasets using data augmentation and deep neural networks

npj Computational Materials 2019 PV-Lab/autoXRD

We overcome the scarce data problem intrinsic to novel materials development by coupling a supervised machine learning approach with a model-agnostic, physics-informed data augmentation strategy using simulated data from the Inorganic Crystal Structure Database (ICSD) and experimental data.

DATA AUGMENTATION INTERPRETABLE MACHINE LEARNING MATERIAL CLASSIFICATION MATERIAL RECOGNITION TIME SERIES CLASSIFICATION X-RAY DIFFRACTION (XRD)

Fast and interpretable classification of small X-ray diffraction datasets using data augmentation and deep neural networks

20 Nov 2018PV-Lab/AUTO-XRD

X-ray diffraction (XRD) data acquisition and analysis is among the most time-consuming steps in the development cycle of novel thin-film materials.

DATA AUGMENTATION X-RAY DIFFRACTION (XRD)