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@WPEM

AI XRD analyzer : WPEM

AI Deciphers Crystal Materials: Characterization managed by @Bin-Cao

WPEM Screenshot

AI XRD Analyzer : WPEM

Application in Researches →


🔑 Key Resources

  • XRED — X-ray Phase Identification Public Experimental Dataset (XRED)
  • SimXRD-4M — X-ray Symmetry Identification Database & Benchmark | ICLR
  • CPICANN — Crystallographic Phase Identifier with Convolutional Self-Attention Neural Network (CPICANN) | IUCrJ
  • Bgolearn — Bayesian Global Optimization Package for Site Optimization in XRD Refinement | M&D
  • XQueryer — AI-driven Advanced PXRD Identification Platform | Natl. Sci. Rev.

🧰 Toolkit

  • AngleCalculator — Calculates the angle between two vectors given lattice constants (a, b, c) and lattice angles (α, β, γ).
  • exQE — Assistive tools for DFT calculation, modeling, and data processing in Quantum Espresso.

ℹ️ About WPEM

WPEM is dedicated to unraveling intricate crystal structures and resolving heavily overlapping Bragg peaks in mixed X-rays and polycrystalline powder diffraction.

Our contributions include:

  • Precise detection of subtle structural differences (e.g., α phase vs. α′ phase in Ti-Ni alloys)
  • Differentiation of amorphous vs. crystalline contributions in polybutene
  • Investigation of complex solid solution structures
  • Computation of scattering information in organized processes

📬 We welcome collaborations and provide support in X-ray diffraction pattern refinement.
For inquiries, please contact: bcao686@connect.hkust-gz.edu.cn (Dr. Bin Cao)

🚀 Development of WPEM started in 2020, with a strong commitment to precision and open science. All code will be made openly available upon the final publication of our work.

Research Highlight

Pinned Loading

  1. CPICANN CPICANN Public archive

    [IUCrJ 2024] Crystallographic Phase Identifier of Convolutional self-Attention Neural Network

    5

  2. XRED XRED Public

    X-Ray phase Identification public Experimental Dataset (XRED)

    Jupyter Notebook 4 1

  3. CGWGAN CGWGAN Public archive

    [JMI 2024] Crystal Generative Framework based on Wyckoff Generative Adversarial Network

    Python 9 1

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