Big data harmonization for intelligent mobility: A dynamic toll-charging scenario

Paulo Figueiras, Guilherme Guerreiro, Ruben Costa, Luka Bradesko, Nenad Stojanovic, Ricardo Jardim-Gonçalves

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

The need for interoperability in mobility data is more crucial than ever. Due to a panoply of data sources, from traffic sensors to GPS data, mobility data is increasingly more complex in terms of volume, heterogeneity, availability and quality. To turn such complex data into shareable, meaningful data, interoperability approaches must be implemented, namely through the use of standards. The presented work, aims at developing an approach for transforming and harmonize, traffic related data acquired from highway sensor network, supported by an ITS reference data model (DATEX-II). CRISP-DM methodology is addressed here, as a methodology for guiding the developments of the proposed approach. The main challenge is to cope with a scalable big data- platform for traffic-related data collection, supporting an innovative dynamic toll-charging model in a real-world scenario. This work is supported by a European Commission-funded project, named OPTIMUM, and presents some preliminary results from data harmonization processes developed.

Original languageEnglish
Title of host publicationOn the Move to Meaningful Internet Systems
Subtitle of host publicationOTM 2016 Workshops - Confederated International Workshops: EI2N, FBM, ICSP, Meta4eS, and OTMA 2016, Revised Selected Papers
PublisherSpringer Verlag
Pages76-86
Number of pages11
ISBN (Electronic)978-3-319-55961-2
ISBN (Print)978-3-319-55960-5
DOIs
Publication statusPublished - 1 Jan 2017
EventConfederated International Workshops On the Move to Meaningful Internet Systems, OTM 2016 held as part of EI2N, FBM, ICSP, Meta4eS, and OTMA 2016 - Rhodes, Greece
Duration: 24 Oct 201628 Oct 2016

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume10034 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

ConferenceConfederated International Workshops On the Move to Meaningful Internet Systems, OTM 2016 held as part of EI2N, FBM, ICSP, Meta4eS, and OTMA 2016
CountryGreece
CityRhodes
Period24/10/1628/10/16

Keywords

  • Big data
  • Data fusion
  • DATEX II
  • Intelligent Transportation Systems
  • Interoperability

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  • Cite this

    Figueiras, P., Guerreiro, G., Costa, R., Bradesko, L., Stojanovic, N., & Jardim-Gonçalves, R. (2017). Big data harmonization for intelligent mobility: A dynamic toll-charging scenario. In On the Move to Meaningful Internet Systems: OTM 2016 Workshops - Confederated International Workshops: EI2N, FBM, ICSP, Meta4eS, and OTMA 2016, Revised Selected Papers (pp. 76-86). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 10034 LNCS). Springer Verlag. https://doi.org/10.1007/978-3-319-55961-2_8