A Reference Use Case, Data Space Architecture, and Prototype for Smart Truck Parking

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Abstract

The logistics sector experiences an increasing shortage of secure truck parkings, in part du e to lacking insight into occupancy rates. Extending earlier work - in which a variety of machine learning approaches are evaluated to predict truck parking occupancy - this paper presents a reference use case, data space architecture, and prototype for smart truck parking. The research builds upon case study research and 1.5 years' worth of real-world data of a truck parking in Deventer, the Netherlands. Deploying the conceptual design from prior work, the main contributions of this paper are: (1) a reference use case, (2) a data space architecture, and (3) a prototype for smart truck parking. The reference use case is developed following the use case methodology of Fraunhofer. The architecture is rooted in the international data spaces reference architecture model, modelled using the ArchiMate language and specification, and validated by means of expert opinion. The cross industry standard process for data mining is utilized to develop and deploy a prototype, based on a single case mechanism experiment, for a smart truck parking application. Future research can focus on evaluating and developing ontologies to extend the current conceptual representation of the data objects and the experimental development of federative machine learning approaches among truck parkings.
Original languageEnglish
Title of host publicationProceedings of the 22nd CIAO! Doctoral Consortium, and Enterprise Engineering Working Conference Forum 2022 co-located with 12th Enterprise Engineering Working Conference (EEWC 2022)
Place of PublicationLeusden, the Netherlands
PublisherCEUR
Pages1-15
Number of pages15
Publication statusPublished - 13 May 2023
Event22nd Doctoral Consortium, and Enterprise Engineering Working Conference Forum, CIAO 2022 - Leusden, Netherlands
Duration: 2 Nov 20223 Nov 2022
Conference number: 22

Publication series

NameCEUR Workshop Proceedings
Volume3388

Conference

Conference22nd Doctoral Consortium, and Enterprise Engineering Working Conference Forum, CIAO 2022
Abbreviated titleCIAO 2022
Country/TerritoryNetherlands
CityLeusden
Period2/11/223/11/22

Keywords

  • reference use case
  • data space architecture
  • smart truck parking
  • international data spaces
  • IDS
  • machine learning
  • prototype

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