53 citations · 92 across the 6 of their papers we have counts for
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cs.LG2021★ 53 cited
Short-term Hourly Streamflow Prediction with Graph Convolutional GRU Networks
Muhammed Sit, Bekir Demiray, Ibrahim Demir
The frequency and impact of floods are expected to increase due to climate change. It is crucial to predict streamflow, consequently flooding, in order to prepare and mitigate its…
cs.LG2021★ 35 cited
IowaRain: A Statewide Rain Event Dataset Based on Weather Radars and Quantitative Precipitation Estimation
Muhammed Sit, Bong-Chul Seo, Ibrahim Demir
Effective environmental planning and management to address climate change could be achieved through extensive environmental modeling with machine learning and conventional physical…
cs.LG2019★ 1 cited
Decentralized Flood Forecasting Using Deep Neural Networks
Muhammed Sit, Ibrahim Demir
Predicting flood for any location at times of extreme storms is a longstanding problem that has utmost importance in emergency management. Conventional methods that aim to predict…