Finding the right Mathematical Model for Atmospheric Convection

Lead Research Organisation: University of Reading
Department Name: Meteorology

Abstract

Some of the most extreme weather on the planet is associated with deep convective storms driven by the heat released when water vapour turns into liquid cloud water or ice. These storms start out as small turbulent eddies which grow into violent thunderstorms. Storms can organise into much larger structures such as squall lines and tropical cyclones. This ever-larger scale organisation nevertheless remains, in part, controlled by processes occurring at the smallest turbulent scales. The smallest scales are not represented accurately in models used to predict the weather, which compromises the accuracy of weather forecasts. This project is aimed at evaluating new approaches to the representation of the smallest scales.

The student will assess the suitability of two types of averaging for deriving equations that represent the sub-grid scale variability associated with convection. Conditional averaging assumes two values of momentum, temperature and density per grid box in order to represent the conditions in both the convectively active (cloudy) and stable (clear sky) regions of the atmosphere. Volume averaging involves predicting means, standard deviations and correlations between variables. The project will start by assessing which averaging technique can best represent high resolution data at low resolution. However the representation of the data is just the start. The big challenge lies in creating prediction models using volume or conditionally averaged equations and in predicting the transition between small scale, turbulent motion and deep convection. The student will develop existing models using both averaging techniques and will propose and test new ideas for predicting the transition between convectively stable and convectively active regions of the atmosphere. The results will be compared with high resolution models of convection.

This project is part of ``Project Circle-A. Parametrizing Convection in the Hard Grey Zone'' at Reading which is part of the NERC/Met Office programme ``Understanding and Representing Atmospheric Convection across Scales''. The student will therefore be part of a national network. This is an opportunity to contribute to model development that will directly feed in to weather and climate forecasting.

Publications

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Weller H (2020) Multifluids for Representing Subgrid-Scale Convection in Journal of Advances in Modeling Earth Systems

Studentship Projects

Project Reference Relationship Related To Start End Student Name
NE/N013735/1 01/08/2016 30/09/2020
1936702 Studentship NE/N013735/1 18/09/2017 18/09/2020 Daniel Shipley
 
Title AtmosFOAM (contributions to) 
Description Contributions to several computational fluid dynamics solvers, relevant for geophysical flows. Most contributions are to multi-fluid solvers for compressible Navier-Stokes, and incompressible Boussinesq, for atmospheric convection parametrisation (in the AtmosFOAM-multiFluid library). Contributions have also been made to pre- and post-processing utilities in the AtmosFOAM and AtmosFOAM-tools libraries. 
Type Of Technology Software 
Year Produced 2020 
Open Source License? Yes  
Impact My contributions to this software package have been used in one paper currently under review, and in another which is currently being written. The code is open-source; we envisage it being used by other groups interested in studying multi-fluid models of convection as the approach gains traction in the wider community. 
URL https://github.com/AtmosFOAM