Research theme for competitive and other funds (2)：
2019 - 2022 Development of the high-resolution disribution model for the exposure assessment of air pollutants and its application to epidemiological study
2015 - 2018 Effects of prenatal and early-life exposure to air pollution on onset of allergy in childhood
Papers (21)：
Tin Thongthammachart, Hikari Shimadera, Shin Araki, Tomohito Matsuo, Akira Kondo. Land use regression model established using Light Gradient Boosting Machine incorporating the WRF/CMAQ model for highly accurate spatiotemporal PM2.5 estimation in the central region of Thailand. Atmospheric Environment. 2023. 297
Tokuda, N., Ishikawa, R., Yoda, Y., Araki, S., Shimadera, H., Shima, M. Association of air pollution exposure during pregnancy and early childhood with children's cognitive performance and behavior at age six. Environmental Research. 2023. 236
Shin Araki, Hikari Shimadera, Masayuki Shima. Continuous estimations of daily PM2.5 chemical components from temporally sparse monitoring data using a machine learning approach. Atmospheric Pollution Research. 2022. 13. 11. 101580-101580
Hikari Shimadera, Shin Araki, Kenji Hirai, Tatsuya Sakurai, Satoru Chatani, Hiroshi Hayami, Syuichi Itahashi, Tomohito Matsuo, Akira Kondo. Assessment Study on Air Quality Improvement Facilitated by 2020 Global Sulphur Limit in Marine Fuels - Numerical Simulation-based Assessment of Air Quality for Ship Exhaust Gas. Marine Engineering. 2022. 57. 5. 593-600
Tin Thongthammachart, Shin Araki, Hikari Shimadera, Tomohito Matsuo, Akira Kondo. Incorporating Light Gradient Boosting Machine to land use regression model for estimating NO2 and PM2.5 levels in Kansai region, Japan. Environmental Modelling & Software. 2022. 155. 105447-105447
ARAKI Shin, TAKEDA Emi, SASAKI Tetsuya, YAMAMOTO Kouhei, TOHNO Susumu. P-06 A research on Ozone and its precursors distribution in Otsu city by using passive sampler(Poster session). 2009. 50. 298-298
