Dr. Nikunj Mangukiya
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nikk-m.bsky.social
Dr. Nikunj Mangukiya
@nikk-m.bsky.social
21 followers 48 following 1 posts
PhD in Hydrology.

Hydrological Modeling | Flood Risk | Deep Learning | AI & ML | Water Resources | Positive Thinker
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nikk-m.bsky.social
We developed a differentiable, physically interpretable model for regulated catchments, integrating reservoir dynamics and leveraging satellite-based indirect observations to overcome reservoir data limitations.

@ashutoshhydro.bsky.social

agupubs.onlinelibrary.wiley.com/doi/10.1029/...
Integrating Reservoir Dynamics Into Differentiable Process‐Based Hydrological Model for Enhanced Streamflow Estimation
A differentiable process-based model integrated with reservoir dynamics improved streamflow prediction in regulated catchments The proposed model also estimated untrained variables such as evapot...
agupubs.onlinelibrary.wiley.com
July 16, 2025 at 11:12 AM
Reposted by Dr. Nikunj Mangukiya
ashutoshhydro.bsky.social
Exciting news! Our paper on CAMELS-IND data is finally published!

Key features of the data:
✅ Standard CAMELS format
🌊 472 catchments covered
☁️ 19 hydrometeorological variables
📊 211 catchment attributes
📆 40+ years (1980-2020)
📥 3,000+ downloads

essd.copernicus.org/articles/17/...
CAMELS-IND: hydrometeorological time series and catchment attributes for 228 catchments in Peninsular India
Abstract. We introduce CAMELS-IND (Catchment Attributes and MEteorology for Large-sample Studies – India), a dataset containing hydrometeorological time series and catchment attributes for 472 catchme...
essd.copernicus.org
February 5, 2025 at 1:40 PM