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Smart Home Simulation using Avatar Control and Probabilistic Sampling
Högskolan i Halmstad, Akademin för informationsteknologi, Halmstad Embedded and Intelligent Systems Research (EIS), CAISR Centrum för tillämpade intelligenta system (IS-lab).ORCID-id: 0000-0001-8804-5884
Ulster University, Jordanstown, United Kingdom. (CHIC)
Högskolan i Halmstad, Akademin för informationsteknologi, Halmstad Embedded and Intelligent Systems Research (EIS), CAISR Centrum för tillämpade intelligenta system (IS-lab).
Högskolan i Halmstad, Akademin för informationsteknologi, Halmstad Embedded and Intelligent Systems Research (EIS), CAISR Centrum för tillämpade intelligenta system (IS-lab). Ulster University, Jordanstown, United Kingdom. (CHIC)
2015 (Engelska)Ingår i: 2015 IEEE International Conference on Pervasive Computing and Communication Workshops (PerCom Workshops), Piscataway, NJ: IEEE Press, 2015, s. 336-341Konferensbidrag, Publicerat paper (Refereegranskat)
Abstract [en]

Development, testing and validation of algorithms for smart home applications are often complex, expensive and tedious processes. Research on simulation of resident activity patterns in Smart Homes is an active research area and facilitates development of algorithms of smart home applications. However, the simulation of passive infrared (PIR) sensors is often used in a static fashion by generating equidistant events while an intended occupant is within sensor proximity. This paper suggests the combination of avatar-based control and probabilistic sampling in order to increase realism of the simulated data. The number of PIR events during a time interval is assumed to be Poisson distributed and this assumption is used in the simulation of Smart Home data. Results suggest that the proposed approach increase realism of simulated data, however results also indicate that improvements could be achieved using the geometric distribution as a model for the number of PIR events during a time interval. © IEEE 2015

Ort, förlag, år, upplaga, sidor
Piscataway, NJ: IEEE Press, 2015. s. 336-341
Nyckelord [en]
Avatars, Intelligent sensors, Smart homes, Data models, Software, Conferences
Nationell ämneskategori
Signalbehandling Annan elektroteknik och elektronik
Identifikatorer
URN: urn:nbn:se:hh:diva-27741DOI: 10.1109/PERCOMW.2015.7134059ISI: 000380510900076Scopus ID: 2-s2.0-84946097507ISBN: 978-1-4799-8425-1 (tryckt)OAI: oai:DiVA.org:hh-27741DiVA, id: diva2:814238
Konferens
SmartE: Closing the Loop – The 2nd IEEE PerCom Workshop on Smart Environments, St. Louis, Missouri, USA, March 23-27, 2015
Projekt
SA3L, CAISR
Forskningsfinansiär
KK-stiftelsen
Anmärkning

This work was supported by the Knowledge Foundation of Sweden, Grant Number 2010/0271. Additionally, Invest Northern Ireland is acknowledged for supporting this project under the Competence Centre Program Grant RD0513853 - Connected Health Innovation Centre.

Tillgänglig från: 2015-05-26 Skapad: 2015-02-09 Senast uppdaterad: 2018-03-22Bibliografiskt granskad

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Lundström, JensJärpe, EricNugent, Christopher

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SignalbehandlingAnnan elektroteknik och elektronik

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