We find that the crystal symmetry inherently follows a long-tailed distribution and evaluate 21 sequence learning models on SimXRD. The results indicate that existing neural networks struggle with low …

Use the Powder Diffraction FileTM (PDF®) Search to find the ICDD database product best suited to your needs by searching with a chemical name, formula, or elements.

To benchmark advanced models and further their development, we are launching a Kaggle competition for space group classification. Participants are invited to upload their predictions based on the …

X-ray diffraction (XRD) dataset featuring raw diffraction patterns and extracted crystallographic parameters. Includes various material compositions with peak positions, intensities. Useful for …

High resolution laser-based angle-resolved photoemission measurements have been carried out on Sb (111) single crystal.

Jan 22, 2025 · The authors evaluated 21 sequence models on their XRD dataset, testing both in-library and out-of-library classification scenarios. Their analysis revealed that current models struggle with …

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Dec 4, 2023 · In this paper, we implemented three main strategies to develop such a model. First, we generated an augmented synthetic dataset that is comparable to real experimental XRD data.

Sep 4, 2023 · The focus of this paper was to assess the implications of ML in the field of data analysis of X-ray diffraction (XRD), compare the accuracy of the reported models with that of traditional XRD …

Fig. 2a shows the XRD pattern of the pure Sb material with a set of strong peaks indexed in accordance with the standard diffraction card.