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 | 450 | 2020 |
D-SRGAN: DEM super-resolution with generative adversarial networks BZ Demiray, M Sit, I Demir SN Computer Science 2, 1-11, 2021 | 113 | 2021 |
Short-term hourly streamflow prediction with graph convolutional gru networks M Sit, B Demiray, I Demir arXiv preprint arXiv:2107.07039, 2021 | 55 | 2021 |
Waterbench: a large-scale benchmark dataset for data-driven streamflow forecasting I Demir, Z Xiang, B Demiray, M Sit Earth System Science Data Discussions 2022, 1-19, 2022 | 44 | 2022 |
DEM super-resolution with efficientNetV2 BZ Demiray, M Sit, I Demir arXiv preprint arXiv:2109.09661, 2021 | 33 | 2021 |
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 | 16 | 2023 |
A systematic review of deep learning applications in streamflow data augmentation and forecasting M Sit, BZ Demiray, I Demir EarthArXiv, 2022 | 13* | 2022 |
EfficientRainNet: Leveraging EfficientNetV2 for memory-efficient rainfall nowcasting M Sit, BC Seo, B Demiray, I Demir Environmental Modelling & Software 176, 106001, 2024 | 12* | 2024 |
Integrating Generative AI in Hackathons: Opportunities, Challenges, and Educational Implications R Sajja, CE Ramirez, Z Li, BZ Demiray, Y Sermet, I Demir Big Data and Cognitive Computing 8 (12), 188, 2024 | 11 | 2024 |
EfficientTempNet: Temporal Super-Resolution of Radar Rainfall BZ Demiray, M Sit, I Demir arXiv preprint arXiv:2303.05552, 2023 | 7 | 2023 |
Enhancing hydrological modeling with transformers: a case study for 24-h streamflow prediction BZ Demiray, M Sit, O Mermer, I Demir Water Science & Technology 89 (9), 2326-2341, 2024 | 6 | 2024 |
Spatial downscaling of streamflow data with attention based spatio-temporal graph convolutional networks M Sit, BZ Demiray, I Demir EarthArxiv, 2023 | 6 | 2023 |
FloodGame: An Interactive 3D Serious Game on Flood Mitigation for Disaster Awareness and Education BZ Demiray, Y Sermet, E Yildirim, I Demir EarthArXiv, 2023 | 4 | 2023 |
A Systematic Review of Deep Learning Applications in Interpolation and Extrapolation of Precipitation Data M Sit, BZ Demiray, I Demir EarthArXiv, 2022 | 4 | 2022 |
Predicting Harmful Algal Blooms Using Explainable Deep Learning Models: A Comparative Study BZ Demiray, O Mermer, Ö Baydaroğlu, I Demir EarthArXiv, 2024 | 1 | 2024 |
Towards Generalized Hydrological Forecasting using Transformer Models for 120-Hour Streamflow Prediction BZ Demiray, I Demir arXiv preprint arXiv:2406.07484, 2024 | 1 | 2024 |
An Integrated Framework for Actionable Flood Warnings on Road Structures Using High Resolution Satellite Imagery Z Li, BZ Demiray, M Muste, I Demir EarthArXiv, 2024 | | 2024 |
Actionable Flood Warnings based on Ground-truth Data to Support Iowa DOT BridgeWatch Platform Functionality I Demir, M Muste, Z Li, BZ Demiray United States. Department of Transportation. Federal Highway Administration, 2024 | | 2024 |
FloodGame: A Serious Game on Flood Mitigation for K-12 and Public Education Y Sermet, BZ Demiray, E Yildirim, I Demir Frontiers in Hydrology 2022, 220-06, 2022 | | 2022 |
Test Cost-Test Quality Modeling For Adaptive Test BZ Demiray, B Arslan 2022 IEEE International Conference on Automation, Quality and Testing …, 2022 | | 2022 |