1:45 PM - 2:00 PM
[MGI26-01] Machine learning enables real-time proactive quality control: A proof-of-concept study
★Invited Papers
*Takumi Honda1, Akira Yamazaki2 (1.Faculty of Science, Hokkaido University, 2.Application Laboratory, JAMSTEC)
[E] Oral
M (Multidisciplinary and Interdisciplinary) » M-GI General Geosciences, Information Geosciences & Simulations
Thu. May 30, 2024 1:45 PM - 3:15 PM 106 (International Conference Hall, Makuhari Messe)
convener:Shunji Kotsuki(Center for Environmental Remote Sensing, Chiba University), Daisuke Matsuoka(Japan Agency for Marine-Earth Science and Technology), Atsushi Okazaki(Chiba University), Yohei Sawada(The University of Tokyo), Chairperson:Atsushi Okazaki(Chiba University)
In the digital era, data-driven techniques are transforming our understanding and prediction capabilities of complex earth systems. This session aims to explore the cutting-edge methodological and applicational studies for weather, climate and hydrological predictions.
Key themes includes: (1) methodological studies to deepen data-driven approaches for geoscience problems, (2) machine/deep learning studies applied for extreme weather-related disasters, (3) climate predictive analysis to discern climate variability, trends, and anomalies, (4) integrating remote sensing and ground data to refine prediction models.
This session aims to foster a rich dialogue among experts, highlighting both the advancements and challenges in data-driven environmental modeling. Participants will gain insights into current best practices and envision the future trajectory of this rapidly evolving domain.
1:45 PM - 2:00 PM
*Takumi Honda1, Akira Yamazaki2 (1.Faculty of Science, Hokkaido University, 2.Application Laboratory, JAMSTEC)
2:00 PM - 2:15 PM
*Amane Kubo1 (1.University of Tokyo)
2:15 PM - 2:30 PM
*Ryo Kaneko1,2, Kei Yoshimura2 (1.Chiba University, 2.The University of Tokyo)
2:30 PM - 2:45 PM
*Md. Rezuanul Islam1, Le Duc1,2, Yohei Sawada1,2 (1.The Univ. of Tokyo, 2.Meteorological Research Institute, JMA)
2:45 PM - 3:00 PM
*Daiya Shiojiri1, Yoshihiko Susuki2, Shunji Kotsuki1 (1.Chiba University, 2.Kyoto University)
3:00 PM - 3:15 PM
*Yohei Sawada1,2, Le Duc -1,2 (1.The University of Tokyo, 2.Meteorological Research Institute, Japan Meteorological Agency)
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