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Muhammed Sit
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A comprehensive review of deep learning applications in hydrology and water resources
M Sit, BZ Demiray, Z Xiang, GJ Ewing, Y Sermet, I Demir
Water Science and Technology 82 (12), 2635-2670, 2020
3362020
Identifying disaster-related tweets and their semantic, spatial and temporal context using deep learning, natural language processing and spatial analysis: a case study of …
MA Sit, C Koylu, I Demir
International Journal of Digital Earth, 1-25, 2019
1142019
D-SRGAN: DEM super-resolution with generative adversarial networks
BZ Demiray, M Sit, I Demir
SN Computer Science 2, 1-11, 2021
852021
Decentralized flood forecasting using deep neural networks
M Sit, I Demir
arXiv preprint arXiv:1902.02308, 2019
702019
Realistic river image synthesis using deep generative adversarial networks
A Gautam, M Sit, I Demir
Frontiers in water 4, 784441, 2022
622022
FLOODSS: Iowa flood information system as a generalized flood cyberinfrastructure
I Demir, E Yildirim, Y Sermet, MA Sit
International journal of river basin management 16 (3), 393-400, 2018
572018
Crowdsourced approaches for stage measurements at ungauged locations using smartphones
Y Sermet, P Villanueva, MA Sit, I Demir
Hydrological Sciences Journal 65 (5), 813-822, 2020
552020
Optimized watershed delineation library for server-side and client-side web applications
M Sit, Y Sermet, I Demir
Open Geospatial Data, Software and Standards 4 (1), 8, 2019
542019
Hydrology@ Home: a distributed volunteer computing framework for hydrological research and applications
R Agliamzanov, M Sit, I Demir
Journal of Hydroinformatics 22 (2), 235-248, 2020
532020
Short-term hourly streamflow prediction with graph convolutional gru networks
M Sit, B Demiray, I Demir
ICML 2021, Climate Change AI Workshop, 2021
392021
Web-based data analytics framework for well forecasting and groundwater quality
M Sit, RJ Langel, D Thompson, DM Cwiertny, I Demir
Science of the Total Environment 761, 144121, 2021
382021
WaterBench-Iowa: a large-scale benchmark dataset for data-driven streamflow forecasting
I Demir, Z Xiang, B Demiray, M Sit
Earth system science data 14 (12), 5605-5616, 2022
26*2022
DEM Super-Resolution with EfficientNetV2
BZ Demiray, M Sit, I Demir
NeurIPS 2021, Climate Change AI Workshop, 2021
262021
Iowarain: A statewide rain event dataset based on weather radars and quantitative precipitation estimation
M Sit, BC Seo, I Demir
ICML 2021, Climate Change AI Workshop, 2021
242021
TempNet–temporal super-resolution of radar rainfall products with residual CNNs
MA Sit, B Seo, I Demir
Journal of hydroinformatics 25 (2), 552-566, 2023
15*2023
Democratizing Deep Learning Applications in Earth and Climate Sciences on the Web: EarthAIHub
M Sit, I Demir
Applied sciences 13 (5), 3185, 2023
9*2023
MA-SARNet: A one-shot nowcasting framework for SAR image prediction with physical driving forces
Z Li, Z Xiang, BZ Demiray, M Sit, I Demir
ISPRS journal of photogrammetry and remote sensing 205, 176-190, 2023
72023
A systematic review of deep learning applications in streamflow data augmentation and forecasting
M Sit, BZ Demiray, I Demir
EarthArXiv, 2022
62022
EfficientTempNet: Temporal Super-Resolution of Radar Rainfall
BZ Demiray, M Sit, I Demir
ICLR 2023, Climate Change AI Workshop, 2023
52023
EfficientRainNet: Smaller Neural Networks Based on EfficientNetV2 for Rainfall Nowcasting
M Sit, BC Seo, BZ Demiray, I Demir
EarthArXiv, 2023
32023
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