Retrieval of Melt Ponds on Arctic Multiyear Sea Ice in Summer from TerraSAR-X Dual-Polarization Data Using Machine Learning Approaches: A Case Study in the Chukchi Sea with Mid-Incidence Angle Data. - Hyangsun Han; Jungho Im; Miae Kim; Seongmun Sim; Jin-Woo Kim; Duk-jin Kim; Sung-Ho Kang (Remote. Sens., 2016)

Icing Detection over East Asia from Geostationary Satellite Data Using Machine Learning Approaches. - Seongmun Sim; Jungho Im; Sumin Park; Haemi Park; Myoung Hwan Ahn; Pak Wai Chan (Remote. Sens., 2018)

A Novel Framework of Detecting Convective Initiation Combining Automated Sampling, Machine Learning, and Repeated Model Tuning from Geostationary Satellite Data. - Daehyeon Han; Juhyun Lee; Jungho Im; Seongmun Sim; Sanggyun Lee; Hyangsun Han (Remote. Sens., 2019)

Tropical Cyclone Intensity Estimation Using Multi-Dimensional Convolutional Neural Networks from Geostationary Satellite Data. - Juhyun Lee; Jungho Im; Dong-Hyun Cha; Haemi Park; Seongmun Sim (Remote. Sens., 2020)

Estimation of Spatially Continuous Near-Surface Relative Humidity Over Japan and South Korea. - Haemi Park; Junghee Lee; Cheolhee Yoo; Seongmun Sim; Jungho Im (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021)

An Advanced Operational Approach for Tropical Cyclone Center Estimation Using Geostationary-Satellite-Based Water Vapor and Infrared Channels. - Yeji Shin; Juhyun Lee; Jungho Im; Seongmun Sim (Remote. Sens., 2022)

Improved Ocean-Fog Monitoring Using Himawari-8 Geostationary Satellite Data Based on Machine Learning With SHAP-Based Model Interpretation. - Seongmun Sim; Jungho Im (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023)

Improving Short-Term Prediction of Ocean Fog Using Numerical Weather Forecasts and Geostationary Satellite-Derived Ocean Fog Data Based on AutoML. - Seongmun Sim; Jungho Im; Sihun Jung; Daehyeon Han (Remote. Sens., 2024)

Expanding high-resolution sea surface salinity estimation from coastal seas to open oceans through the synergistic use of multi-source data with machine learning. - Taejun Sung; So-Hyun Kim; Seongmun Sim; Daehyeon Han; Eunna Jang; Jungho Im (Int. J. Appl. Earth Obs. Geoinformation, 2025)