Topological Data Analysis in ATM: the shape of big flight data sets
| Autor: | Cuerno, Manuel, Guijarro, Luis, Valdés, Rosa María Arnaldo, Comendador, Fernando Gómez |
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| Rok vydání: | 2023 |
| Předmět: | |
| Druh dokumentu: | Working Paper |
| Popis: | Flight trajectory data sets are difficult to analyse due to several reasons, from the high interconnectedness of all their factors to the high dimensionality of the data. In this paper we introduce Topological Data Analysis (TDA) and some of its techniques to extract some useful conclusions concerning ATM data. We will show how topology encodes useful information regarding airport analysis using the set of Spanish' airports in the Summer Season of 2018. Finally, we present some conclusions, and some guidelines in order to face new challenges in the ATM area. Comment: 31 pages |
| Databáze: | arXiv |
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