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iserlohn0522-cell/README.md

Gan Xu

Ph.D. candidate in Chemical Engineering at the University of Missouri, working at the intersection of materials science, microscopy characterization, and scientific machine learning.

Selected Public Portfolio Projects

Catalyst TEM Particle Analysis Demo

Data-safe public demo of an auditable TEM particle-analysis workflow for catalyst microscopy images. The repository demonstrates synthetic microscopy data generation, manifest-based provenance, scale-aware measurements, review overlays, testing, and release-safety checks.

Mn Phosphor ML Demo

Public materials-informatics demo for literature metadata collection, material record normalization, composition feature generation, and small regression baselines for Mn-based phosphor research.

Research and Engineering Interests

  • AI-assisted materials characterization
  • Scientific image analysis for TEM/STEM and microscopy data
  • Materials informatics and literature-guided data curation
  • Machine learning workflows for small, noisy scientific datasets
  • Research software engineering for reproducible scientific pipelines

Technical Skills

Python, PyTorch, scikit-learn, XGBoost, pandas, NumPy, computer vision, image segmentation, materials characterization, TEM/STEM, XPS, electrochemistry, and catalyst research.

Pinned Loading

  1. catalyst-tem-particle-analysis-demo catalyst-tem-particle-analysis-demo Public

    Data-safe public demo of an auditable TEM particle-analysis workflow for catalyst images

    Python

  2. mn-phosphor-ml-demo mn-phosphor-ml-demo Public

    Sanitized public demo for Mn phosphor literature and ML workflows.

    Python