Publication Details

A Unified Approach to Real-Time Public Transport Data Processing

LAZÚR, J.; HYNEK, J.; HRUŠKA, T. A Unified Approach to Real-Time Public Transport Data Processing. Lecture Notes in Networks and Systems. Lecture Notes in Networks and Systems. Lecture Notes in Networks and Systems. Cham: Springer Nature Switzerland AG, 2024. p. 86-95. ISBN: 978-3-031-60226-9. ISSN: 2367-3370.
Czech title
Unifikovaný přístup ke zpracování dat veřejné dopravy v reálném čase
Type
conference paper
Language
English
Authors
Lazúr Juraj, Ing. (DIFS)
Hynek Jiří, Ing., Ph.D. (DIFS)
Hruška Tomáš, prof. Ing., CSc. (DIFS)
Keywords

Public Transport, Big Data Processing, Big Data Visualisation, GTFS

Abstract

The use of real operations data is essential for the planning and management of modern public transport systems. With the expansion of universal formats for describing the structure of public transport systems, such as GTFS or Transmodel, the use of these data has expanded far beyond the public transport domain. On the other hand, the effort to use these data encounters the problem of its processing, storage and integration with the structure of the transport system due to the volume and speed of data generation from real operations. These problems are even more evident in the case of further use of these data as inputs for machine learning, or data mining, where integration of data from different systems into a single model is necessary. The purpose of this paper was to design a method by the which big data from real operations could be integrated with the changing structure of the transport system so that this data could be stored long term without loss of granularity, or entropy value. As a result, we proposed a data model with big data transformation algorithm, whose functionality has been verified in testing over the public transport system of the second largest city in the Czech Republic.

Published
2024
Pages
86–95
Journal
Lecture Notes in Networks and Systems, vol. 2024, no. 989, ISSN 2367-3370
Proceedings
Lecture Notes in Networks and Systems
Series
Lecture Notes in Networks and Systems
ISBN
978-3-031-60226-9
Publisher
Springer Nature Switzerland AG
Place
Cham
DOI
10.1007/978-3-031-60227-6_8
BibTeX 
@inproceedings{BUT188364,
  author="Juraj {Lazúr} and Jiří {Hynek} and Tomáš {Hruška}",
  title="A Unified Approach to Real-Time Public Transport Data Processing",
  booktitle="Lecture Notes in Networks and Systems",
  year="2024",
  series="Lecture Notes in Networks and Systems",
  journal="Lecture Notes in Networks and Systems",
  volume="2024",
  number="989",
  pages="86--95",
  publisher="Springer Nature Switzerland AG",
  address="Cham",
  doi="10.1007/978-3-031-60227-6\{_}8",
  isbn="978-3-031-60226-9",
  issn="2367-3370",
  url="https://www.fit.vut.cz/research/publication/13127/"
}
Back to top