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Visual Analysis and Detection of Contrails in Aircraft Engine Simulations

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...

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Detalles Bibliográficos
Autores principales: Nipu, Nafiul, Floricel, Carla, Naghashzadeh, Negar, Paoli, Roberto, Marai, G. Elisabeta
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10621327/
https://www.ncbi.nlm.nih.gov/pubmed/36166562
http://dx.doi.org/10.1109/TVCG.2022.3209356
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author Nipu, Nafiul
Floricel, Carla
Naghashzadeh, Negar
Paoli, Roberto
Marai, G. Elisabeta
author_facet Nipu, Nafiul
Floricel, Carla
Naghashzadeh, Negar
Paoli, Roberto
Marai, G. Elisabeta
author_sort Nipu, Nafiul
collection PubMed
description 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.
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spelling pubmed-106213272023-11-02 Visual Analysis and Detection of Contrails in Aircraft Engine Simulations Nipu, Nafiul Floricel, Carla Naghashzadeh, Negar Paoli, Roberto Marai, G. Elisabeta IEEE Trans Vis Comput Graph Article 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. 2023-01 2022-12-16 /pmc/articles/PMC10621327/ /pubmed/36166562 http://dx.doi.org/10.1109/TVCG.2022.3209356 Text en https://creativecommons.org/licenses/by/4.0/This work is licensed under a Creative Commons Attribution 4.0 License. For more information, see https://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Nipu, Nafiul
Floricel, Carla
Naghashzadeh, Negar
Paoli, Roberto
Marai, G. Elisabeta
Visual Analysis and Detection of Contrails in Aircraft Engine Simulations
title Visual Analysis and Detection of Contrails in Aircraft Engine Simulations
title_full Visual Analysis and Detection of Contrails in Aircraft Engine Simulations
title_fullStr Visual Analysis and Detection of Contrails in Aircraft Engine Simulations
title_full_unstemmed Visual Analysis and Detection of Contrails in Aircraft Engine Simulations
title_short Visual Analysis and Detection of Contrails in Aircraft Engine Simulations
title_sort visual analysis and detection of contrails in aircraft engine simulations
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10621327/
https://www.ncbi.nlm.nih.gov/pubmed/36166562
http://dx.doi.org/10.1109/TVCG.2022.3209356
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