Computational Research in Boston and Beyond Seminar (CRIBB)

Friday, March 04, 2022 at 12:00pm to 1:00pm

Virtual Event

Speaker:  Justin Finkel  (University of Chicago)

Title:  Short weather forecasts inform long-term climatology of sudden stratospheric warming

Abstract

In some physical systems such as the Earth's atmosphere, the most extreme and rare events matter a great deal, both for their human impact and for their dynamical consequences. A prototypical example is sudden stratospheric warming (SSW), a rapid breakdown of the winter stratospheric polar vortex, which causes extreme mid-latitude cold spells and alters surface weather for months. The historical scarcity of observations, and an unusually SSW-rich 2000's decade, lead to uncertain SSW climatology: when do they occur, how often, and how predictably? Long, expensive model runs could answer these statistical questions, but with a tradeoff between cost and bias. We instead utilize weather forecast ensembles that are high-resolution, but short (subseasonal) in duration. A simple coarse-graining procedure chains them together to estimate key climate statistics, such as annual frequencies and timing distributions of SSW events, as formulated in Transition Path Theory. Using forecast ensembles initialized between 1996 and 2018, we find that the SSW statistics match well with 20th-century reanalysis. Our method extrapolates the climatology well beyond what is possible with the short observational dataset that initialized the forecasts, yielding accurate estimates of 1 in a century events. This suggests exciting new uses for ensemble forecasts in rare event analysis

                                       ZOOM Link:

                        https://mit.zoom.us/j/96155042770

Event Type

Conferences/Seminars/Lectures

Events By Interest

Academic

Events By Audience

Public

Events By School

School of Science

Website

https://math.mit.edu/sites/crib/

Department
Department of Mathematics
Contact Email

daisymae@math.mit.edu

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