PUBLICATIONS

Siabi, N., Son, R., Thomas, M., Irrgang, C., & Saynisch-Wagner, J. (2026). Innovative application of a traffic-prediction spatio-temporal graph convolutional network for dengue disease forecasting. Scientific Reports. 

Bae, J., Wang, S., Yoon, J. H., & Son, R. Dry CG Lightning Is Increasing in Northen Canada Because the High-Base Vertical Geometry Is Becoming More Common. Available at SSRN 6052007. (under review)

Kim, H., & Son, R. CTM-Assisted Generative AI Framework for Satellite-to-Surface Estimation of Ground-Level NO2 and its Extensions to Other Pollutants. (under review)

Bae, J., Lee, Y., Rho, J. H., Kang, G., Kim, J. J., & Son, R. (2025). CFD-quality nowcasting for urban air mobility with a deep learning-based emulator. Environmental Research Letters, 20(7), 074001. 

Jeon, N., Lee, D., & Son, R. (2025). C4MIP-based projections of moisture convergence and extreme precipitation risks in East Asia. Atmospheric Research, 108637. 

Yang, H., Wang, S., Son, R., Lee, H., Benson, V., Zhang, W., ... & Carvalhais, N. (2024). Global patterns of tree wood density. Global Change Biology, 30(3), e17224.

Son, R., Stacke, T., Gayler, V., Nabel, J. E., Schnur, R., Alonso, L., ... & Carvalhais, N. (2024). Integration of a deep‐learning‐based fire model into a global land surface model. Journal of Advances in Modeling Earth Systems, 16(1), e2023MS003710.  

김현서, 전나연, & 손락훈. (2024). 2023 Kenyan floods: A climatological study and future perspectives. 지질학회지, 60(4), 405-414. 

Son, R., Stratoulias, D., Kim, H. C., & Yoon, J. H. (2023). Estimation of surface PM2. 5 concentrations from atmospheric gas species retrieved from TROPOMI using deep learning: Impacts of fire on air pollution over Thailand. Atmospheric Pollution Research, 14(10), 101875. 

Son, R., Ma, P. L., Wang, H., Rasch, P. J., Wang, S. Y., Kim, H., ... & Yoon, J. H. (2022). Deep learning provides substantial improvements to county‐level fire weather forecasting over the western united states. Journal of Advances in Modeling Earth Systems, 14(10), e2022MS002995. 

Son, R., & Stratoulias, D. (2022, July). Sentinel-5P based estimation of PM 2.5 concentrations across Thailand using TabNet. In IGARSS 2022-2022 IEEE International Geoscience and Remote Sensing Symposium (pp. 6618-6621). IEEE. 

Son, R., Kim, H., Wang, S. Y., Jeong, J. H., Woo, S. H., Jeong, J. Y., ... & Yoon, J. H. (2021). Changes in fire weather climatology under 1.5 C and 2.0 C warming. Environmental Research Letters, 16(3), 034058. 

Son, R., Wang, S. S., Kim, S. H., Kim, H., Jeong, J. H., & Yoon, J. H. (2021). Recurrent pattern of extreme fire weather in California. Environmental Research Letters, 16(9), 094031. 

Son, R., Wang, S. Y. S., Tseng, W. L., Barreto Schuler, C. W., Becker, E., & Yoon, J. H. (2020). Climate diagnostics of the extreme floods in Peru during early 2017. Climate dynamics, 54(1), 935-945. 

Jeong, J. Y., Woo, S. H., Son, R. H., Yoon, J. H., Jeong, J. H., Lee, S. J., & Lee, B. D. (2018). Spring forest-fire variability over Korea associated with large-scale climate factors. Atmosphere, 28(4), 457-467.