Visual Analysis and Detection of Contrails in Aircraft Engine Simulations

January 1st, 2023

Categories: Applications, Software, User Groups, Visualization, Visual Analytics, Data Science, High Performance Computing

Contrail structure groups and evolution over time.
Contrail structure groups and evolution over time.

Authors

Nipu,N., Floricel, C., Naghashzadeh, N., Paoli, R., Marai, G.E.

About

Contrails are condensation trails generated from emitted particles by aircraft engines, which perturb Earth’s radiation budget. Simulation modeling is used to interpret the formation and development of contrails. These simulations are computationally intensive and rely on high-performance computing solutions, and the contrail structures are not well defined. We propose a visual computing system to assist in defining contrails and their characteristics, as well as in the analysis of parameters for computer-generated aircraft engine simulations. The back end of our system leverages a contrail-formation criterion and clustering methods to detect contrails’ shape and evolution and identify similar simulation runs. The front-end system helps analyze contrails and their parameters across multiple simulation runs. The evaluation with domain experts shows this approach successfully aids in contrail data investigation.

Index Terms: Scalar Field Data, Physical & Environmental Sciences, Mathematics, Feature Detection, Tracking & Transformation

http://dx.doi.org/10.1109/TVCG.2022.3209356

Resources

PDF

URL

Citation

Nipu,N., Floricel, C., Naghashzadeh, N., Paoli, R., Marai, G.E., Visual Analysis and Detection of Contrails in Aircraft Engine Simulations, IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, vol 29, no 1, pp. 798-808, January 1st, 2023. https://ieeexplore.ieee.org/document/9904427