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oreopie/README.md

Yoo-hoo, I'm Shijie Jiang. 👋

GitHub

About me 😄

  • 🌱 Researcher at 🇩🇪 Max Planck Institute for Biogeochemistry
  • 🔍 Working on climate–water–ecosystem interactions under changing climate and human impacts
  • 🧠 Mixing domain knowledge with hybrid + explainable ML to understand complex Earth system processes
  • 💡 Interests:
    • 🌍 Ecohydrological processes at multiple scales
    • ⚡ Physics-guided + interpretable AI
    • 🔄 Water–energy–carbon cycle feedbacks
    • 🌪 Predictability & attribution of climate extremes
    • 🌡 Climate change impacts & human influences

Models & tools 🛠️



🌿 ADELM
Adaptive Differentiable Ecohydrological Land Model for water, energy, and carbon interactions
adelm.org · GitHub



🌱 MOREDO
Multi-Observation Root-zone Ecohydrology DiagnOstic model for multi-variable ecohydrology
GitHub

Find me & my group 🌐

👉 Machine Learning for Hydrological and Earth Systems

Pinned Loading

  1. physics-aware-dl physics-aware-dl Public

    Keras implementation for our paper "Improving AI system awareness of geoscience knowledge"

    Jupyter Notebook 15 7

  2. ELLIS-Jena-Summer-School/XAI-tutorial ELLIS-Jena-Summer-School/XAI-tutorial Public

    Hands-on materials for the XAI for Earth science

    Jupyter Notebook 8 4

  3. hydroshub/adelm hydroshub/adelm Public

    ADELM is a fully differentiable land surface model

    Python 3

  4. hydro-interpretive-dl hydro-interpretive-dl Public

    Interpretive deep learning for identifying flooding mechanisms

    Jupyter Notebook 23 7