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Publications:Smart Home Simulation using Avatar Control and Probabilistic Sampling
Abstract <p>Development, testing and validati<p>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</p>ing a time interval. © IEEE 2015</p>
Author Jens Lundström + , Jonathan Synnott + , Eric Järpe + , Christopher Nugent +
Conference SmartE: Closing the Loop – The 2nd IEEE PerCom Workshop on Smart Environments, St. Louis, Missouri, USA, March 23-27, 2015
DOI http://dx.doi.org/10.1109/PERCOMW.2015.7134059  +
Diva http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:814238
EndPage 341  +
HostPublication 2015 IEEE International Conference on Pervasive Computing and Communication Workshops (PerCom Workshops)  +
Projects SA3L, CAISR +
PublicationType Conference Paper  +
Publisher IEEE Press  +
StartPage 336  +
Title Smart Home Simulation using Avatar Control and Probabilistic Sampling  +
Year 2015  +
Has queryThis property is a special property in this wiki. Publications:Smart Home Simulation using Avatar Control and Probabilistic Sampling + , Publications:Smart Home Simulation using Avatar Control and Probabilistic Sampling + , Publications:Smart Home Simulation using Avatar Control and Probabilistic Sampling + , Publications:Smart Home Simulation using Avatar Control and Probabilistic Sampling + , Publications:Smart Home Simulation using Avatar Control and Probabilistic Sampling + , Publications:Smart Home Simulation using Avatar Control and Probabilistic Sampling + , Publications:Smart Home Simulation using Avatar Control and Probabilistic Sampling + , Publications:Smart Home Simulation using Avatar Control and Probabilistic Sampling + , Publications:Smart Home Simulation using Avatar Control and Probabilistic Sampling + , Publications:Smart Home Simulation using Avatar Control and Probabilistic Sampling +
Categories Publication  +
Modification dateThis property is a special property in this wiki. 30 September 2016 20:41:07  +
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