[HTML][HTML] Deep and transfer learning for building occupancy detection: A review and comparative analysis

AN Sayed, Y Himeur, F Bensaali - Engineering applications of artificial …, 2022 - Elsevier
The building internet of things (BIoT) is quite a promising concept for curtailing energy
consumption, reducing costs, and promoting building transformation. Besides, integrating …

Current practices and infrastructure for open data based research on occupant-centric design and operation of buildings

MB Kjærgaard, O Ardakanian, S Carlucci, B Dong… - Building and …, 2020 - Elsevier
Many new tools for improving the design and operation of buildings try to realize the
potential of big data. In particular, data is an important element for occupant-centric design …

[HTML][HTML] Practical design and implementation of IoT-based occupancy monitoring systems for office buildings: A case study

PF Karjou, SK Saryazdi, P Stoffel, D Müller - Energy and Buildings, 2024 - Elsevier
This study introduces a scalable, cloud-based approach to occupancy monitoring designed
to optimize HVAC operations in office buildings. It addresses the challenges of developing …

Trending machine learning models in cyber‐physical building environment: A survey

Z Hasan, N Roy - Wiley Interdisciplinary Reviews: Data Mining …, 2021 - Wiley Online Library
Electricity usage of buildings (including offices, malls, and residential apartments)
represents a significant portion of a nation's energy expenditure and carbon footprint. In the …

On the joint control of multiple building systems with reinforcement learning

T Zhang, G Baasch, O Ardakanian… - Proceedings of the Twelfth …, 2021 - dl.acm.org
Commercial buildings are comprised of multiple mechanical and electrical systems that work
in tandem to provide a healthy, safe, and comfortable environment for occupants. These …

Efficient Millimeter-Wave Beam Prediction: An WiFi Sensing-Assisted Deep Learning Approach

Y Jin, M Zhang, Y Gao, S Liu - IEEE Sensors Journal, 2024 - ieeexplore.ieee.org
With the development of 5G and future 6G communication technology, millimeter-wave
communication (MMWC) has attracted widespread attention because it can provide a wide …

Deployment of real-time building automation system-integrated inverse-model-based fault detection and diagnostics algorithms

AA Markus, BW Hobson, J Bursill… - Science and Technology …, 2024 - Taylor & Francis
The complex operation of HVAC systems in large commercial buildings warrants regular
implementation of advanced analytical approaches to operations and maintenance, and …

Occupancy detection using optimization based svnn classifier

KP Shirsat, GP Bhole - 2021 12th International Conference on …, 2021 - ieeexplore.ieee.org
In the Internet of Things (IoT), numerous scientific and industrial researchers are enticed by
the smart buildings. Occupancy detection stands as a striking research domain on account …

Development, implementation, and industry reception of a novel multi-source, data-driven building energy management toolkit

A Markus - 2022 - repository.library.carleton.ca
Inefficient and uninformed operations negatively impact building energy performance,
leading to wide disparities between predicted and actual energy use in commercial and …

[PDF][PDF] LSU Scholarly Repositor y

MB Kjærgaard, O Ardakanian, S Carlucci, B Dong… - Management - repository.lsu.edu
Many new tools for improving the design and operation of buildings try to realize the
potential of big data. In particular, data is an important element for occupant-centric design …