Research keywords (4):
Modeling with Machine Learning
, Realtime Flood Forecasting
, Climate Change Impact Analysis
, Frequency Analysis
Research theme for competitive and other funds (11):
2022 - 2025 Development of Hybrid Flood Forecasting System based on Rainfall Information from Machine Learning Algorithm
2022 - 2025 Development of an ensemble data assimilation method to be introduced into a nation-wide distributed runoff model
2017 - 2020 Deep Learning of Artificial Neural Network for Short-term Rainfall Forecasting
2017 - 2020 Probabilistic and the largest-class evaluation of water-related disaster risk using large ensemble of future climate projections
2014 - 2017 Reanalysis and Reproduce of Long-term Hydrologic Data using Limited Observation
2014 - 2017 Non-stationary analysis of magnitude and frequency on flood hazards and estimation of largest-class floods under a changing climate
2011 - 2014 Detection of climate change impacts on streamflow in Southeast Asia
2011 - 2013 Statistical Downscaling and Uncertainty Identification for Multi-scale AGCM Output
2008 - 2011 Development of integrated common base environment for hydraulic-hydrologic modeling
2009 - 2010 Improvement of GCM Output Accuracy using Geophysical Information
2008 - 2010 Study on Projection of River Discharge under Global Warming and Adaptation Measures
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Papers (94):
Y Kim, S Kim, Y Tachikawa. Analyzing uncertainty in probable maximum precipitation estimation with large ensemble climate simulation data. JOURNAL OF FLOOD RISK MANAGEMENT. 2024. 17. 1
Sunmin KIM, Masaharu SHIBATA, Yasuto TACHIKAWA. MACHINE LEARNING ON GCM ATMOSPHERIC VARIABLES FOR SPATIAL DOWNSCALING OF PRECIPITATION. Journal of JSCE. 2024. 12. 2. 23-16152
M Jeong, SG Han, W Sung, S Kim, J Min, MK Kim, W Choi, H Lee, D Lee, M Kim, et al. Photomultiplication-Type Organic Photodetectors with High EQE-Bandwidth Product by Introducing a Perovskite Quantum Dot Interlayer. ADVANCED FUNCTIONAL MATERIALS. 2023. 33. 27
H Eom, YJ Choi, R Nandre, HG Han, S Kim, M Kim, YL Oh, T Nakazawa, Y Honda, HS Ro. The Cas9-gRNA ribonucleoprotein complex-mediated editing of pyrG in Ganoderma lucidum and unexpected insertion of contaminated DNA fragments. SCIENTIFIC REPORTS. 2023. 13. 1. 11133
S Tanabe, T Muraki, K Yaginuma, S Kim, M Kano. Greedy design space construction based on regression and latent space extraction for pharmaceutical development. INTERNATIONAL JOURNAL OF PHARMACEUTICS. 2023. 642. 123178
Invited Speaker, "Recent Application of Weather Radar Observation into Hydrologic Forecasting in Japan"
(Standardizing Flood Forecasting and Warning Approaches in Transboundary Catchments, Lahore, Pakistan 2016)
Invited Speaker, "Improved Hydrologic Forecasting with Multiple Radar Observation Networks in Japan"
(International Conference on Weather Forecast and Hydrological Applications of Radar, Jeju, Korea 2015)
Invited Speaker, "Recent Application of Weather Radar Observation into Hydrologic Forecasting in Japan"
(2nd International Symposium On Flood Research And Management 2015, Shah Alam, Malaysia 2015)
Invited Speaker, "Estimating Worst Case Flood and Inundation Damages under Climate Change"
(International Symposium of CIDB Malaysia, "Reconstruction to Prevent Future Disaster", Kuala Lumpur, Malaysia 2015)