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Abhilash Singh

@abhilashsingh.bsky.social

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Abhilash Singh @abhilashsingh.bsky.social · 13d

Thanks @kinarnicholas.bsky.social for sharing our paper as "Hydrology paper of the day"

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Abhilash Singh @abhilashsingh.bsky.social · 14d

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 · Sep 14

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.

ML Earth Sciences @mlearthsciences.bsky.social · Sep 13

Worried about missing value?

A novel imputation framework based on Fourier neural operators (FNO) for soil moisture. The FNO model outperforms traditional approaches, and incorporating temporal lag reduces error by up to 15% in the diverse climates in India and Zambia.
doi.org/10.1029/2025...

Leveraging Neural Operator and Sliding Window Technique for Enhanced Subsurface Soil Moisture Imputation Under Diverse Precipitation Scenarios

Developed a novel Fourier Neural Operator (FNO) to enhance subsurface soil moisture imputation by employing a sliding window concept that seamlessly integrates rainfall, soil temperature, and norm...

doi.org

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Abhilash Singh @abhilashsingh.bsky.social · Jul 23

Thank you @kinarnicholas.bsky.social for sharing our paper as hydrology paper of the day.

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Abhilash Singh @abhilashsingh.bsky.social · Jul 22

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.ht #RemoteSensinge#MLn#AIML #AI

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