AI for Extreme Volcanic Climate Forcing and Feedback Forecasting in the 21st century

Focal Areas: Our paradigm-shifting framework will apply machine learning and perform physical analysis of contemporary volcanoes to develop sound forecasts of extreme eruptions in the 21st century and their abrupt drying and cooling impacts on the warming climate. We will also bridge climate data dr...

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Bibliographic Details
Main Authors: Dubey, Manvendra, Benedict, James, O'Malley, Daniel, Nadiga, Balu, Johnson, Paul., Viswanathan, Hari, Chylek, Peter, Carns, Simon
Language:unknown
Published: 2022
Subjects:
58 GEOSCIENCES
54 ENVIRONMENTAL SCIENCES
97 MATHEMATICS AND COMPUTING
Arctic
Online Access:http://www.osti.gov/servlets/purl/1769659
https://www.osti.gov/biblio/1769659
https://doi.org/10.2172/1769659
Description
Summary:Focal Areas: Our paradigm-shifting framework will apply machine learning and perform physical analysis of contemporary volcanoes to develop sound forecasts of extreme eruptions in the 21st century and their abrupt drying and cooling impacts on the warming climate. We will also bridge climate data driven regression models and earth system model output to trace teleconnections that exacerbate regional impacts such as Arctic amplification and western US droughts.

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