June 1, 2023
Journal Article

PyFLEXTRKR: a Flexible Feature Tracking Python Software for Convective Cloud Analysis

Abstract

This paper describes the new open-source framework PyFLEXTRKR (Python FLEXible object TRacKeR), a flexible atmospheric feature tracking software package with specific capabilities to track convective clouds from a variety of observations and model simulations. This software can track any atmospheric 2D objects and handle merging and splitting explicitly. The modular design facilitates easy maintenance, updating, and running of the software. The package has scalable parallelization options and has been optimized for large datasets including global high-resolution data. We demonstrate applications of PyFLEXTRKR on tracking individual deep convective cells and mesoscale convective systems from observations and model simulations ranging from large-eddy resolving (~100s m) to mesoscale (~10s km) resolutions. Visualization, post-processing, and statistical analysis tools are included in the package. New Lagrangian analyses of convective clouds produced by PyFLEXTRKR applicable to a wide range of datasets and scales facilitate advanced model evaluation and development efforts as well as scientific discovery.

Published: June 1, 2023

Citation

Feng Z., J.C. Hardin, H.C. Barnes, J. Li, L. Leung, A.C. Varble, and Z. Zhang. 2023. PyFLEXTRKR: a Flexible Feature Tracking Python Software for Convective Cloud Analysis. Geoscientific Model Development 16, no. 10:2753-2776. PNNL-SA-179219. doi:10.5194/gmd-16-2753-2023

Research topics