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Abhilash Singh

@abhilashsingh.bsky.social
17 followers 14 following 6 posts

University of Leeds|a.singh4@leeds.ac.uk|Machine Learning|Artificial Intelligence|Hydrology|Remote Sensing|Codes: abhilashsingh.net/codes.html

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Reposted by Abhilash Singh
John Marsham @johnmarsham.bsky.social · 06/10/2026
ML is revolutionising satellite retrieval. We show ML Rain over Africa beats not only other real-time rainfall estimates, but also high-quality GPM IMERG! Great for nowcasts+warnings. Fantastic work from Simon Ageet, @dougparkermeteo.bsky.social et al. rmets.onlinelibrary.wiley.com/doi/10.1002/...
rmets.onlinelibrary.wiley.com
Evaluation of Satellite Rainfall Products for Nowcasting Over Southern Africa Using Rain‐Gauges and Lightning Data
Three satellite-based rainfall nowcasting products used in the WISER EWSA testbeds, CRR, IMERG-HQ and the new machine-learning-based Rain over Africa (RoA), were evaluated against high-resolution rai...
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Abhilash Singh @abhilashsingh.bsky.social · 19/02/2026
Our recent JGR paper (doi.org/10.1029/2025...) just got featured by Critical Zone News! What’s even better? They’ve explained it in a way anyone can understand. If you’ve ever wondered how soil “talks” about moisture across its layers, this is a fun and accessible read. tinyurl.com/5n93my8k
open.substack.com
The Soil Learns to Speak in Layers
At dawn, a field looks deceptively simple.
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Abhilash Singh @abhilashsingh.bsky.social · 18/10/2025
Can weak physics improve machine-learning generalization to new (or any) sites compared to hard-constraint physics-informed machine learning that requires site-specific details? We address this question in our new paper in GRL. doi.org/10.1029/2025... #soilmoisture #machinelearning
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Reposted by Abhilash Singh
KinarNicholas.bsky.social @kinarnicholas.bsky.social · 14/09/2025
Hydrology Paper of the Day @mlearthsciences.bsky.social on the use of frequency-domain neural networks for soil moisture imputation: weather station observations and model application by sliding windows and spatial convolution; a comparison of approaches; and rainfall magnitudes and sensitivities.
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Abhilash Singh @abhilashsingh.bsky.social · 23/07/2025
First post !!! Happy to share our new paper is out in Engineering Applications of AI! "Overcoming Data Scarcity" uses transfer learning + satellite fusion to predict soil moisture with 55% less in-situ data 🔗 doi.org/10.1016/j.enga… �� abhilashsingh.net/codes.hthtml #RemoteSensing #ML #AI
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