Japan Geoscience Union Meeting 2023

Session information

[E] Oral

A (Atmospheric and Hydrospheric Sciences ) » A-TT Technology &Techniques

[A-TT29] Machine Learning Techniques in Weather, Climate, Ocean, Hydrology and Disease Predictions

Mon. May 22, 2023 1:45 PM - 3:00 PM Exhibition Hall Special Setting (4) (Exhibition Hall 8, Makuhari Messe)

convener:Venkata Ratnam Jayanthi(Application Laboratory, JAMSTEC), Patrick Martineau(Japan Agency for Marine-Earth Science and Technology), Takeshi Doi(JAMSTEC), Swadhin Behera(Application Laboratory, JAMSTEC, 3173-25 Showa-machi, Yokohama 236-0001), Chairperson:Patrick Martineau(Japan Agency for Marine-Earth Science and Technology), Takeshi Doi(JAMSTEC), Venkata Ratnam Jayanthi(Application Laboratory, JAMSTEC)

Machine learning techniques have found a wide range of applications in weather, climate, ocean, hydrology, and disease predictions. In recent times, these techniques are being increasingly used to predict extreme events such as malaria outbreaks, heat waves, cold spells, flooding, droughts, tropical cyclones, typhoons, El Nino/Indian Ocean Dipole events among many others. In addition, machine-learning techniques are helping researchers to improve parameterization schemes in numerical prediction models. Machine-learning is also being used to improve numerical model predictions by providing methods to reduce biases and improve the horizontal resolution of the predictions. The aim of this session is to bring together researchers working on various techniques of machine learning to enhance the understanding and skill of weather, climate, ocean, hydrology and disease predictions for the benefit of the society.

2:00 PM - 2:15 PM

*Philippe Baron1,2, Kohei Kawashima2, Hiroshi Hanado1, Seiji Kawamura1, Takeshi Maesaka3, Shinsuke Satoh1, Tomoo Ushio2 (1.National Institute of Information and Communications Technology (NICT), Koganei, Japan, 2.Electrical Engineering Dept., Osaka University, Japan, 3.National Research Institute for Earth Science and Disaster Resilience (NIED), Tsukuba, Japan)

×

Authentication

×

Please log in with your participant account.
» Participant Log In
» Click here for Exhibitor Log In