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Multi-Modal Materials Characterization Pipeline

This repository contains a Gradio app for Hugging Face Spaces that provides automated analysis of multi-modal materials characterization data using the Universal Fiber Bundle framework.

Features

  • XRD Analysis: Phase identification, crystallite size, microstrain
  • VSM Analysis: Coercivity, remanence, magnetic phase detection
  • UV-Vis Analysis: Bandgap estimation, absorption edge analysis
  • PL Analysis: Emission peak detection, defect state analysis
  • TEM/SEM Analysis: Particle size distribution, morphology
  • Cross-Modal Correlations: Quantum confinement, defect-magnetism relationships
  • Community Dataset: Anonymized results contribute to a public dataset

Data Requirements

XRD, VSM, UV-Vis, PL

  • CSV files with columns:
    • XRD: 2theta, intensity
    • VSM: H, M
    • UV-Vis: wavelength, absorption
    • PL: wavelength, intensity

TEM/SEM

  • Image files (PNG, JPG, TIFF) with scale bar (1 pixel = 1 nm assumed)

Deployment

  1. Create a Hugging Face account and dataset repository
  2. Update HF_DATASET_REPO in app.py
  3. Deploy to Hugging Face Spaces

Usage

  1. Upload your data files
  2. Provide a sample name
  3. Click "Analyze Sample"
  4. View the scientific report and plots
  5. Optionally contribute results to the public dataset

Citation

If you use this tool in your research, please cite: