Behavior modeling for a beacon-based indoor location system

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dc.contributor.authorBilbao Jayo, Aritz
dc.contributor.authorAlmeida, Aitor
dc.contributor.authorSergi, Ilaria
dc.contributor.authorMontanaro, Teodoro
dc.contributor.authorFasano, Luca
dc.contributor.authorEmaldi, Mikel
dc.contributor.authorPatrono, Luigi
dc.date.accessioned2025-09-05T10:03:46Z
dc.date.available2025-09-05T10:03:46Z
dc.date.issued2021-07-15
dc.date.updated2025-09-05T10:03:46Z
dc.description.abstractIn this work we performed a comparison between two different approaches to track a person in indoor environments using a locating system based on BLE technology with a smartphone and a smartwatch as monitoring devices. To do so, we provide the system architecture we designed and describe how the different elements of the proposed system interact with each other. Moreover, we have evaluated the system’s performance by computing the mean percentage error in the detection of the indoor position. Finally, we present a novel location prediction system based on neural embeddings, and a soft-attention mechanism, which is able to predict user’s next location with 67% accuracy.en
dc.description.sponsorshipThis research was funded by the project FuturAAL-Ego (RTI2018-101045-A-C22) granted by Spanish Ministry of Science, Innovation and Universities; and the project BD4QoL (875192) granted by the European Commissionen
dc.identifier.citationBilbao-Jayo, A., Almeida, A., Sergi, I., Montanaro, T., Fasano, L., Emaldi, M., & Patrono, L. (2021). Behavior modeling for a beacon-based indoor location system. Sensors, 21(14). https://doi.org/10.3390/S21144839
dc.identifier.doi10.3390/S21144839
dc.identifier.issn1424-8220
dc.identifier.urihttps://hdl.handle.net/20.500.14454/3516
dc.language.isoeng
dc.publisherMDPI AG
dc.rights© 2021 by the authors
dc.subject.otherAmbient assisted living
dc.subject.otherIndoor positioning
dc.subject.otherInternet of things
dc.subject.otherPerformance
dc.subject.otherSmartphone
dc.subject.otherSmartwatch
dc.subject.otherWearable device
dc.titleBehavior modeling for a beacon-based indoor location systemen
dc.typejournal article
dcterms.accessRightsopen access
oaire.citation.issue14
oaire.citation.titleSensors
oaire.citation.volume21
oaire.licenseConditionhttps://creativecommons.org/licenses/by/4.0/
oaire.versionVoR
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