Occupancy prediction through Markov based feedback recurrent neural network (M-FRNN) algorithm with WiFi probe technology
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DOI: 10.1016/j.buildenv.2018.04.034
Abstract: Abstract Accurate occupancy prediction can improve facility control and energy efficiency of buildings. In recent years, buildings' exiting WiFi infrastructures have been widely studied in the research of occupancy and energy conservation. However, using WiFi… read more here.
Keywords: network; wifi probe; occupancy prediction; occupancy ... See more keywords
Occupancy prediction model for open-plan offices using real-time location system and inhomogeneous Markov chain
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DOI: 10.1016/j.buildenv.2019.01.052
Abstract: Abstract Implementing intelligent control strategies of building systems can significantly improve building energy performance and maintain or increase occupants' comfort level. However, these control strategies are dependent on the occupancy models. A good occupancy prediction… read more here.
Keywords: prediction model; occupancy; open plan; model ... See more keywords
A Comparative Study of Parking Occupancy Prediction Methods considering Parking Type and Parking Scale
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DOI: 10.1155/2020/5624586
Abstract: Parking issues have been receiving increasing attention. An accurate parking occupancy prediction is considered to be a key prerequisite to optimally manage limited parking resources. However, parking prediction research that focuses on estimating the occupancy… read more here.
Keywords: occupancy prediction; parking occupancy; parking lots; prediction ... See more keywords