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dc.contributor.authorDobson, Simon Andrew
dc.contributor.authorGolfarelli, Matteo
dc.contributor.authorGraziani, Simone
dc.contributor.authorRizzi, Stefano
dc.date.accessioned2018-08-06T16:30:07Z
dc.date.available2018-08-06T16:30:07Z
dc.date.issued2018-09-15
dc.identifier.citationDobson , S A , Golfarelli , M , Graziani , S & Rizzi , S 2018 , ' A reference architecture and model for sensor data warehousing ' , IEEE Sensors Journal , vol. 18 , no. 18 , pp. 7659-7670 . https://doi.org/10.1109/JSEN.2018.2861327en
dc.identifier.issn1530-437X
dc.identifier.otherPURE: 255030293
dc.identifier.otherPURE UUID: fc96e9d7-6267-4b98-8072-a375ad3e7eba
dc.identifier.otherScopus: 85050731098
dc.identifier.otherWOS: 000443017200040
dc.identifier.otherORCID: /0000-0001-9633-2103/work/70234189
dc.identifier.urihttps://hdl.handle.net/10023/15773
dc.descriptionFunding: UK EPSRC under grant number EP/N007565/1, “Science of Sensor Systems Software”.en
dc.description.abstractSensor data is becoming far more available thanks to the growth in both sensor systems and Internet of Things devices. Much of the value of sensor data comes from examining trends that occur over long timescales, ranging from hours to years. However, making use of data a long time after it has been collected has significant implications for the data-handling systems used to manage it. In particular, the data must be contextualised into the environment in which it was collected to avoid misleading (and potentially dangerous) mis-interpretation. We apply data warehousing techniques to develop an extensible model to capture contextual metadata alongside sensor datasets, and show how this can be used to support the analysis of datasets long after collection. We present our baseline reference framework for sensor context and derive multidimensional schemata representing different modelling and analysis scenarios. Finally, we exercise the model with two case studies.
dc.format.extent12
dc.language.isoeng
dc.relation.ispartofIEEE Sensors Journalen
dc.rights© 2018, IEEE. This work has been made available online in accordance with the publisher’s policies. This is the author created accepted version manuscript following peer review and as such may differ slightly from the final published version. The final published version of this work is available at https://doi.org/10.1109/JSEN.2018.2861327en
dc.subjectData warehouseen
dc.subjectMultidimensional modellingen
dc.subjectSensor networksen
dc.subjectData analyticsen
dc.subjectQA75 Electronic computers. Computer scienceen
dc.subjectT-NDASen
dc.subject.lccQA75en
dc.titleA reference architecture and model for sensor data warehousingen
dc.typeJournal articleen
dc.contributor.sponsorEPSRCen
dc.description.versionPostprinten
dc.contributor.institutionUniversity of St Andrews. School of Computer Scienceen
dc.identifier.doihttps://doi.org/10.1109/JSEN.2018.2861327
dc.description.statusPeer revieweden
dc.identifier.grantnumberEP/N007565/1en


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