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murushyam/README.md

M.S. Shyam Sunder — ML for Weather · Climate · Wildfire

Typing SVG

Website Google Scholar ORCID LinkedIn

🌍 About

PhD candidate, Earth & Atmospheric Sciences, NIT Rourkela (defence expected December 2026).

Focus: machine learning for weather, climate, and wildfire; atmosphere–biosphere fluxes; remote sensing; graph neural networks and transformers; quantum machine learning.

climate-kernel-emulator — animated warming stripes Wildfire and carbon fluxes — animated fire front

🔥 Featured projects

Repository Description
climate-kernel-emulator Interpretable nonlocal-kernel climate emulator following the ClimateBench protocol
wildfire-flux-explorer Interactive explorer for wildfire–flux relationships (live demo)
acid-fts Causal-informed fuzzy time series for fire-weather forecasting
india-forest-soc-fire Soil organic carbon and wildfire in Indian forests (pre-release)
IFM_Forecasting_Herault Fire Weather Index (FWI) forecasting
qcnn_change_detection Quantum CNN for burned-area change detection (fork; contributed / adapted)

🛰️ Tools & data

Python, PyTorch

Python · PyTorch · PyTorch Geometric · Xarray · GDAL · ERA5 · MODIS · Sentinel-2 · WRF-Chem · Qiskit

🔗 Links

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  1. acid-fts acid-fts Public

    ACID-FTS: Adaptive Causal-Informed and Domain-Constrained Fuzzy Time Series

    Python

  2. climate-kernel-emulator climate-kernel-emulator Public

    Lightweight interpretable climate emulator (nonlocal kernels) on the ClimateBench protocol

    Python

  3. IFM_Forecasting_Herault IFM_Forecasting_Herault Public

    Forecasting the Forest fire weather index (FWI) (French: Indice Forêt Météo, IFM)

    Jupyter Notebook

  4. india-forest-soc-fire india-forest-soc-fire Public

    Depth-harmonised SOC mapping for Indian forests linked to wildfire (pre-release scaffold)

    Python

  5. qcnn_change_detection qcnn_change_detection Public

    Forked from cagin123/qcnn_change_detection

    Quantum CNN (QCNN) for burned-area change detection from pre/post-fire satellite imagery, trained with parameter-shift gradients on Qiskit.

    Python

  6. wildfire-flux-explorer wildfire-flux-explorer Public

    Interactive 3D hand-gesture controlled wildfire atmosphere-biosphere flux explorer over Indian forest ecosystems (Live Web App + Android APK)

    JavaScript