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Occupancy prediction through Markov based feedback recurrent neural network (M-FRNN) algorithm with WiFi probe technology

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0 Published in 2018 at "Building and Environment"

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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0 Published in 2019 at "Building and Environment"

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

AFOcc: Multimodal Semantic Occupancy Prediction With Accurate Fusion

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0 Published in 2024 at "IEEE Sensors Journal"

DOI: 10.1109/jsen.2024.3449349

Abstract: The 3-D scene perception technology enhances the safety and decision-making ability of autonomous vehicles by accurately acquiring and analyzing stereo information from the environment. Compared to traditional object detection methods, semantic occupancy perception offers greater… read more here.

Keywords: afocc; multimodal semantic; fusion; occupancy ... See more keywords

SfmOcc: Vision-Based 3D Semantic Occupancy Prediction in Urban Environments

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0 Published in 2025 at "IEEE Robotics and Automation Letters"

DOI: 10.1109/lra.2025.3557227

Abstract: Semantic scene understanding is crucial for autonomous systems and 3D semantic occupancy prediction is a key task since it provides geometric and possibly semantic information of the vehicle's surroundings. Most existing vision-based approaches to occupancy… read more here.

Keywords: vision based; occupancy; prediction; occupancy prediction ... See more keywords

A Comparative Study of Parking Occupancy Prediction Methods considering Parking Type and Parking Scale

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1 Published in 2020 at "Journal of Advanced Transportation"

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