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RESEARCH

Goal 17: Partnerships the goals

2024

Enhancing tropical cyclone intensity forecasting with explainable deep learning integrating satellite observations and numerical model outputs

Lee, Juhyun; Im, Jungho; Shin, Yeji

ISCIENCE, Volume 27, Issue 6109905

Bridging satellite missions: deep transfer learning for enhanced tropical cyclone intensity estimation
Choo, Minki; Kim, Yejin; Lee, Juhyun; Im, Jungho; Moon, Il-Ju

GISCIENCE & REMOTE SENSING, v.61, no.1, pp.2325720

2023

Key factors for quantitative precipitation nowcasting using ground weather radar data based on deep learning
Han, Daehyeon; Shin, Yeji; Im, Jungho; Lee, Juhyun
GEOSCIENTIFIC MODEL DEVELOPMENT DISCUSSIONS, v.16, no.20, pp.5895-5914

Precipitation nowcasting using ground radar data and simpler yet better video prediction deep learning
Han, Daehyeon; Choo, Minki; Im, Jungho; Shin, Yeji; Lee, Juhyun; Jung, Sihun
GISCIENCE & REMOTE SENSING, v.60, no.1, pp.2203363

2022

An Advanced Operational Approach for Tropical Cyclone Center Estimation Using Geostationary-Satellite-Based Water Vapor and Infrared Channels
Shin, Yeji; Lee, Juhyun; Im, Jungho; and Sim, Seongmun
REMOTE SENSING, v.14, no.19, pp.4800

2021

Estimation of surface-level NO2 and O3 concentrations using TROPOMI data and machine learning over East Asia
Kang, Yoojin; Choi, Hyunyoung; Im, Jungho; Park, Seohui; Shin, Minso; Song, Chang-Keun; Kim, Sangmin
ENVIRONMENTAL POLLUTION, v.288, 117711

Pre-trained feature aggregated deep learning-based monitoring of overshooting tops using multi-spectral channels of GeoKompsat-2A advanced meteorological imagery
Lee, Juhyun; Kim, Miae; Im, Jungho; Han, Hyangsun; Han, Daehyeon
GISCIENCE & REMOTE SENSING, 1052-1071

부스팅 기반 기계학습기법을 이용한 지상 미세먼지 농도 산출
박서희; 김미애; 임정호
대한원격탐사학회지, v.37, no.2, pp.321-335

2020

Estimating ground-level particulate matter concentrations using satellite-based data: a review
Shin, Minso; Kang, Yoojin; Park, Seohui; Im, Jungho; Yoo, Cheolhee; Quackenbush, Lindi J.
GISCIENCE & REMOTE SENSING, v.57, no.2, pp.174-189

2019

Estimation of ground-level particulate matter concentrations through the synergistic use of satellite observations and process-based models over South Korea
Park, Seohui; Shin, Minso; Im, Jungho; Song, Chang-Keun; Choi, Myungje; Kim, Jhoon; Lee, Seungun; Park, Rokjin; Kim, Jiyoung; Lee, Dong-Won; Kim, Sang-Kyun
ATMOSPHERIC CHEMISTRY AND PHYSICS, v.19, no.2, pp.1097 - 1113

(The content of this publication has not been approved by the United Nations and does not reflect the views of the United Nations or its officials or Member States.)

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