Computational Math Colloquium | Hansi Singh, Modeling Hierarchies and Data-Driven Methods in Coupled Climate Dynamics: Understanding Regional Sensitivity, Global Teleconnections, and their Interplay

Wednesday, October 19, 2022 1:00 pm - 1:00 pm EDT (GMT -04:00)

MC 5501 and Zoom (email compmath@uwaterloo.ca for Zoom link)

Speaker

Hansi Singh | Assistant Professor, University of Victoria

Title

Modeling Hierarchies and Data-Driven Methods in Coupled Climate Dynamics: Understanding Regional Sensitivity, Global Teleconnections, and their Interplay

Abstract

Changes in large-scale dynamics impact regional-scale projections, while forcings at the regional scale can impact large-scale dynamics.  I will describe some of my group's current work showing how modelling hierarchies can be used to attribute the significant impacts of large-scale ocean dynamics changes on both climate and precipitation sensitivity to warming.  I will also demonstrate how data-driven methods, particularly AI and machine learning, can be used to model both local impacts and large-scale teleconnections associated with regional forcing perturbations, a framework that may be useful for climate intervention studies.