Research output per year
Research output per year
Personal profile
In Korean
송환진 교수(자연과학대학 지구시스템과학부)
Education
o (2008) B.A., Seoul National University
o (2015) Ph.D., Seoul National University
o (2015) Ph.D., Seoul National University
Professional Experience
o (2022~Present) Assistant Professor, Kyungpook National University, Daegu
o (2018~2022) Seninor Researcher, National Institute of Meteorological Sciences, Jeju
o (2015~2018) Postdoctoral Researcher, Seoul National University, Seoul
o (2018~2022) Seninor Researcher, National Institute of Meteorological Sciences, Jeju
o (2015~2018) Postdoctoral Researcher, Seoul National University, Seoul
Research Interests
Cloud and Precipitation, Heavy Rainfall, Satellite, TRMM, GPM, CloudSat, CALIPSO, EarthCARE, WRF, Cloud Microphysics, Radiative Transfer Model, Machine Learning, AI emulator, Climate Change
Major Research Achievements
o Regional cloud and precipitation characteristics using satellite measurements
o Evaluation of WRF cloud microphysics using satellite simulator
o Development of AI emulator for numerical weather prediction model
o Radiative transfer modeling and machine learning
o Climate change research using satellite data
o Various research topics using meteorological satellites
o Evaluation of WRF cloud microphysics using satellite simulator
o Development of AI emulator for numerical weather prediction model
o Radiative transfer modeling and machine learning
o Climate change research using satellite data
o Various research topics using meteorological satellites
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Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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Collaborations and top research areas from the last five years
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Streamlining hyperparameter optimization for radiation emulator training with automated Sherpa
Roh, S., Kim, P. S. & Song, H. J., Dec 2024, In: Geoscience Letters. 11, 1, 19.Research output: Contribution to journal › Article › peer-review
Open Access -
Impact of Horizontal Resolution on the Robustness of Radiation Emulators in a Numerical Weather Prediction Model
Song, H. J. & Roh, S., May 2023, In: Remote Sensing. 15, 10, 2637.Research output: Contribution to journal › Article › peer-review
Open Access2 Scopus citations -
Long-term variations of cloud top patterns associated with heavy rainfall over the Korean peninsula
Song, H. J., Apr 2023, In: Journal of Hydrology: Regional Studies. 46, 101337.Research output: Contribution to journal › Article › peer-review
Open Access3 Scopus citations -
Benefits of Stochastic Weight Averaging in Developing Neural Network Radiation Scheme for Numerical Weather Prediction
Song, H. J., Roh, S., Lee, J., Nam, G., Yun, E., Yoon, J. & Kim, P. S., Oct 2022, In: Journal of Advances in Modeling Earth Systems. 14, 10, e2021MS002921.Research output: Contribution to journal › Article › peer-review
Open Access5 Scopus citations -
Effects of Cloud Microphysics on the Universal Performance of Neural Network Radiation Scheme
Song, H. J. & Kim, P. S., 16 May 2022, In: Geophysical Research Letters. 49, 9, e2022GL098601.Research output: Contribution to journal › Article › peer-review
Open Access5 Scopus citations