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Saumya Sinha
Saumya Sinha
National Renewable Energy Lab
Verifierad e-postadress på colorado.edu - Startsida
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Variational autoencoder anomaly-detection of avalanche deposits in satellite SAR imagery
S Sinha, S Giffard-Roisin, F Karbou, M Deschatres, A Karas, N Eckert, ...
Proceedings of the 10th International Conference on Climate Informatics, 113-119, 2020
252020
Can avalanche deposits be effectively detected by deep learning on Sentinel-1 satellite SAR images?
S Sinha, S Giffard-Roisin, F Karbou, M Deschatres, A Karas, N Eckert, ...
Climate Informatics, 2019
192019
Detecting avalanche deposits using variational autoencoder on Sentinel-1 satellite imagery
S Sinha, S Giffard-Roisin, F Karbou, M Deschâtres, A Karas, N Eckert, ...
NeurIPS 2019 Workshop: Tackling Climate Change with Machine Learning NeurIPS …, 2019
102019
SysCaps: Language interfaces for simulation surrogates of complex systems
P Emami, Z Li, S Sinha, T Nguyen
arXiv preprint arXiv:2405.19653, 2024
62024
Week-ahead solar irradiance forecasting with deep sequence learning
S Sinha, BM Hodge, C Monteleoni
Environmental Data Science 1, e28, 2022
42022
Sea-level projections via spatiotemporal deep learning from altimetry and cesm large ensembles
S Sinha, C Monteleoni, J Fasullo, RS Nerem
AGU Fall Meeting Abstracts 2022, OS36A-05, 2022
32022
Subseasonal Solar Power Forecasting via Deep Sequence Learning
S Sinha, BM Hodge, C Monteleoni
Neurips 2021 workshop on Tackling Climate Change with Machine Learning, 2021
22021
On the effectiveness of neural operators at zero-shot weather downscaling
S Sinha, B Benton, P Emami
arXiv preprint arXiv:2409.13955, 2024
12024
Sea level Projections with Machine Learning using Altimetry and Climate Model ensembles
S Sinha, J Fasullo, RS Nerem, C Monteleoni
ICLR 2023 Workshop on Tackling Climate Change with Machine Learning, 2023
12023
Multidecadal Sea Level Prediction Using Neural Networks and Spectral Clustering on Climate Model Large Ensembles and Satellite Altimeter Data
S Sinha, J Fasullo, RS Nerem, C Monteleoni
Artificial Intelligence for the Earth Systems 3 (4), e230089, 2024
2024
Self-supervised Representation Learning of Geospatial Imagery for Semantic Segmentation
S Sinha, A Ortiz, C Robinson, R Dodhia, J Lavista Ferres
AGU Fall Meeting Abstracts 2023, IN04-04, 2023
2023
Harnessing Deep Learning to Address Climate Change Impacts and Sustainability Challenges
S Sinha
University of Colorado at Boulder, 2023
2023
Understanding Forced Climate Signals in the 30-year Satellite Altimeter Sea Level Record
RS Nerem, J Fasullo, C Monteleoni, S Sinha
2022 Ocean Surface Topography Science Team Meeting, 210, 2022
2022
Detecting avalanche debris from SAR imaging: a comparison of convolutional neural networks and variational autoencoders
S Giffard-Roisin, S Sinha, F Karbou, M Deschatres, A Karas, N Eckert, ...
EGU2020, 2020
2020
Learning to automatically detect avalanche deposition from SAR satellite imagery
S Giffard-Roisin, S Sinha, N Eckert, M Dechartres, C Coléou, ...
passages 1 (2), 3, 0
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Artiklar 1–15