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@WPEM

AI XRD analyzer : WPEM

AI Deciphers Crystal Materials: Characterization managed by @Bin-Cao
For any inquiries or assistance, feel free to contact Mr. CAO Bin at:
📧 Email: bcao686@connect.hkust-gz.edu.cn

Cao Bin is a PhD candidate at the Hong Kong University of Science and Technology (Guangzhou), under the supervision of Professor Zhang Tong-Yi. His research focuses on AI for science, especially intelligent crystal-structure analysis and discovery. Learn more about his work on his homepage.

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.

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.

Pinned Loading

  1. CPICANN CPICANN Public

    [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

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

    Python 9 1

Repositories

Showing 6 of 6 repositories

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