<strong>Super-Resolution Surrogate Downscaling of MRI-ESM2(CMIP6) Black Carbon Surface Concentration Using Attention Based Convolutional Neural Networks</strong>

Kunal  Mishra

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[E] 口頭発表

セッション記号 A (大気水圏科学) » A-TT 計測技術・研究手法

[A-TT49] Machine Learning Techniques in Weather, Climate, Ocean, Hydrology and Disease Predictions

2026年5月27日(水) 15:30 〜 17:00 101 (幕張メッセ国際会議場)

座長:Martineau Patrick(Japan Agency for Marine-Earth Science and Technology)、Jayanthi Venkata Ratnam(Application Laboratory, JAMSTEC)

15:45 〜 16:00

[ATT49-08] Super-Resolution Surrogate Downscaling of MRI-ESM2(CMIP6) Black Carbon Surface Concentration Using Attention Based Convolutional Neural Networks

*Kunal Mishra ^1,2, Mizuo Kajino^2,3, Thomas Sekiyama⁴, Naga Oshima² (1. Graduate School of Science and Technology, University of Tsukuba, Tsukuba, Ibaraki 305-8572, Japan, 2. Department of Atmosphere, Ocean, and Earth System Modeling Research, Meteorological Research Institute, Japan Meteorological Agency, Tsukuba Ibaraki 305-0052, Japan, 3. Institute of Life and Environmental Sciences University of Tsukuba, Tsukuba, Ibaraki 305-8572, Japan, 4. Department of Physical Meteorology Research, Meteorological Research Institute, Japan Meteorological Agency, Tsukuba, Ibaraki 305-0052, Japan)

キーワード：Black Carbon , Downscaling, Machine Learning , Air Quality