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Performance Comparison of an LSTM-based Deep Learning Model versus Conventional Machine Learning Algorithms for Streamflow Forecasting

Water resources management, 2021-09, Vol.35 (12), p.4167-4187

2021

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A Hybrid Approach Combining Conceptual Hydrological Models, Support Vector Machines and Remote Sensing Data for Rainfall-Runoff Modeling

Remote sensing (Basel, Switzerland), 2020-06, Vol.12 (11), p.1801

2020

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A Bayesian partial pooling approach to mean field bias correction of weather radar rainfall estimates: Application to Osungsan weather radar in South Korea

Journal of hydrology (Amsterdam), 2018-10, Vol.565, p.14-26

2018

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Uncertainty Quantification of Water Level Predictions from Radar‐based Areal Rainfall Using an Adaptive MCMC Algorithm

Water resources management, 2021-05, Vol.35 (7), p.2197-2213

2021

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Reassessing the frequency and severity of meteorological drought considering non-stationarity and copula-based bivariate probability

Journal of hydrology (Amsterdam), 2021-12, Vol.603, p.126948, Article 126948

2021

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A spatial downscaling of soil moisture from rainfall, temperature, and AMSR2 using a Gaussian-mixture nonstationary hidden Markov model

Journal of hydrology (Amsterdam), 2018-09, Vol.564, p.1194-1207

2018

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Exploration of Daily Rainfall Intensity Change in South Korea 1900–2010 Using Bias-Corrected ERA-20C

Journal of hydrologic engineering, 2020-07, Vol.25 (7)

2020

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Assessment of regional drought risk under climate change using bivariate frequency analysis

Stochastic environmental research and risk assessment, 2018-12, Vol.32 (12), p.3439-3453

2018

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An integrated Bayesian approach to the probabilistic tsunami risk model for the location and magnitude of earthquakes: application to the eastern coast of the Korean Peninsula

Stochastic environmental research and risk assessment, 2018-05, Vol.32 (5), p.1243-1257

2018

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Stochastic modeling of chlorophyll-a for probabilistic assessment and monitoring of algae blooms in the Lower Nakdong River, South Korea

Journal of hazardous materials, 2020-12, Vol.400, p.123066, Article 123066

2020

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Data Driven Water Surface Elevation Forecasting Model with Hybrid Activation Function—A Case Study for Hangang River, South Korea

Applied sciences, 2020-02, Vol.10 (4), p.1424

2020

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A Bayesian Kriging model applied for spatial downscaling of daily rainfall from GCMs

Journal of hydrology (Amsterdam), 2021-06, Vol.597, p.126095, Article 126095

2021

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Exploration of warm-up period in conceptual hydrological modelling

Journal of hydrology (Amsterdam), 2018-01, Vol.556, p.194-210

2018

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A local-regional scaling-invariant Bayesian GEV model for estimating rainfall IDF curves in a future climate

Journal of hydrology (Amsterdam), 2018-11, Vol.566, p.73-88

2018

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Intercomparison of joint bias correction methods for precipitation and flow from a hydrological perspective

Journal of hydrology (Amsterdam), 2022-01, Vol.604, p.127261, Article 127261

2022

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Calibration of the reflectivity-rainfall rate (Z-R) relationship using long-term radar reflectivity factor over the entire South Korea region in a Bayesian perspective

Journal of hydrology (Amsterdam), 2021-02, Vol.593, p.125790, Article 125790

2021

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Probabilistic assessment of meteorological drought over South Korea under RCP scenarios using a hidden Markov model

KSCE Journal of Civil Engineering, 2018, 22(1), , pp.365-372

2018

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A Bernoulli-Gamma hierarchical Bayesian model for daily rainfall forecasts

Journal of hydrology (Amsterdam), 2021-08, Vol.599, p.126317, Article 126317

2021

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Bias correction methods for regional climate model simulations considering the distributional parametric uncertainty underlying the observations

Journal of hydrology (Amsterdam), 2015-11, Vol.530, p.568-579

2015

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Spatial pattern of bias in areal rainfall estimations and its impact on hydrological modeling: a comparative analysis of estimating areal rainfall based on radar and weather station networks in South Korea

Stochastic environmental research and risk assessment, 2024-07, Vol.38 (7), p.2797-2813

2024

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A Bayesian beta distribution model for estimating rainfall IDF curves in a changing climate

Journal of hydrology (Amsterdam), 2016-09, Vol.540, p.744-756

2016

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Strategic disposal of flood debris via CO2-assisted catalytic pyrolysis

Journal of hazardous materials, 2021-06, Vol.412, p.125242, Article 125242

2021

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Stochastic extreme downscaling model for an assessment of changes in rainfall intensity-duration-frequency curves over South Korea using multiple regional climate models

Journal of hydrology (Amsterdam), 2017-10, Vol.553, p.321-337

2017

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Precipitation nowcasting using transformer-based generative models and transfer learning for improved disaster preparedness

International journal of applied earth observation and geoinformation, 2024-08, Vol.132, p.103962, Article 103962

2024

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Drought frequency analysis using cluster analysis and bivariate probability distribution

Journal of hydrology (Amsterdam), 2012-02, Vol.420, p.102-111

2012

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Performance Comparison of an LSTM-based Deep Learning Model versus Conventional Machine Learning Algorithms for Streamflow Forecasting

A Hybrid Approach Combining Conceptual Hydrological Models, Support Vector Machines and Remote Sensing Data for Rainfall-Runoff Modeling

A Bayesian partial pooling approach to mean field bias correction of weather radar rainfall estimates: Application to Osungsan weather radar in South Korea

Uncertainty Quantification of Water Level Predictions from Radar‐based Areal Rainfall Using an Adaptive MCMC Algorithm

Reassessing the frequency and severity of meteorological drought considering non-stationarity and copula-based bivariate probability

A spatial downscaling of soil moisture from rainfall, temperature, and AMSR2 using a Gaussian-mixture nonstationary hidden Markov model

Exploration of Daily Rainfall Intensity Change in South Korea 1900–2010 Using Bias-Corrected ERA-20C

Assessment of regional drought risk under climate change using bivariate frequency analysis

An integrated Bayesian approach to the probabilistic tsunami risk model for the location and magnitude of earthquakes: application to the eastern coast of the Korean Peninsula

Stochastic modeling of chlorophyll-a for probabilistic assessment and monitoring of algae blooms in the Lower Nakdong River, South Korea

Data Driven Water Surface Elevation Forecasting Model with Hybrid Activation Function—A Case Study for Hangang River, South Korea

A Bayesian Kriging model applied for spatial downscaling of daily rainfall from GCMs

Exploration of warm-up period in conceptual hydrological modelling

A local-regional scaling-invariant Bayesian GEV model for estimating rainfall IDF curves in a future climate

Intercomparison of joint bias correction methods for precipitation and flow from a hydrological perspective

Calibration of the reflectivity-rainfall rate (Z-R) relationship using long-term radar reflectivity factor over the entire South Korea region in a Bayesian perspective

Probabilistic assessment of meteorological drought over South Korea under RCP scenarios using a hidden Markov model

A Bernoulli-Gamma hierarchical Bayesian model for daily rainfall forecasts

Bias correction methods for regional climate model simulations considering the distributional parametric uncertainty underlying the observations

Spatial pattern of bias in areal rainfall estimations and its impact on hydrological modeling: a comparative analysis of estimating areal rainfall based on radar and weather station networks in South Korea

A Bayesian beta distribution model for estimating rainfall IDF curves in a changing climate

Strategic disposal of flood debris via CO2-assisted catalytic pyrolysis

Stochastic extreme downscaling model for an assessment of changes in rainfall intensity-duration-frequency curves over South Korea using multiple regional climate models

Precipitation nowcasting using transformer-based generative models and transfer learning for improved disaster preparedness

Drought frequency analysis using cluster analysis and bivariate probability distribution

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