Advanced controls on energy reliability, flexibility, resilience, and occupant-centric control for smart and energy-efficient buildings—a state-of-the-art review

Z Liu, X Zhang, Y Sun, Y Zhou - Energy and Buildings, 2023 - Elsevier
Advanced controls have attracted increasing interests due to the high requirement on smart
and energy-efficient (SEE) buildings and decarbonization in the building industry with …

Wifi sensing on the edge: Signal processing techniques and challenges for real-world systems

SM Hernandez, E Bulut - IEEE Communications Surveys & …, 2022 - ieeexplore.ieee.org
In this work, we evaluate the feasibility of deploying ubiquitous WiFi sensing systems at the
edge and consider the applicability of existing techniques on constrained edge devices and …

State of the art review on the HVAC occupant-centric control in different commercial buildings

G Huang, ST Ng, D Li, Y Zhang - Journal of Building Engineering, 2024 - Elsevier
Heating ventilation and air conditioning (HVAC) systems control that takes occupant
information into account is called HVAC occupant-centric control (OCC), which strikes better …

A systematic review and comprehensive analysis of building occupancy prediction

T Li, X Liu, G Li, X Wang, J Ma, C Xu, Q Mao - Renewable and Sustainable …, 2024 - Elsevier
Buildings account for a significant portion of the global energy consumption. Forecasting
personnel occupancy is critical for reducing energy consumption in buildings. This study …

Improving residential building energy simulations through occupancy data derived from commercial off-the-shelf Wi-Fi sensing technology

SS Abolhassani, A Zandifar, N Ghourchian… - Energy and …, 2022 - Elsevier
One of the main required actions for moving forward in zero-carbon cities' mission is to
increase building energy efficiency. Building energy simulations are key tools for HVAC …

[HTML][HTML] Comparison of different training data sets from simulation and experimental measurement with artificial users for occupancy detection—Using machine …

M Parzinger, L Hanfstaengl, F Sigg, U Spindler… - Building and …, 2022 - Elsevier
The applications for occupancy detection range from controlling building automation and
systems, determining heat transfer coefficients and even assessing the risk of infection in …

Deep learning approach for radar-based people counting

JH Choi, JE Kim, KT Kim - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
With the development of deep learning (DL) frameworks in the field of pattern recognition,
DL-based algorithms have outperformed handcrafted feature (HF)-based ones in various …

User perceptions on the adoption of smart energy management systems in the workplace: Design and policy implications

ZD Tekler, R Low, L Blessing - Energy Research & Social Science, 2022 - Elsevier
Smart energy management systems equipped with advanced sensing and Internet of Things
technologies allow users to monitor and manage their energy consumption through different …

Space-Level air conditioner electricity consumption and occupant behavior analysis on a university campus

Y Yuan, L Gao, K Zeng, Y Chen - Energy and Buildings, 2023 - Elsevier
In China, despite only 2% of the population residing on university campuses, these
campuses account for 8% of the total energy consumption. Understanding the space-level …

Using WiFi connection counts and camera-based occupancy counts to estimate and predict building occupancy

N Alishahi, MM Ouf, M Nik-Bakht - Energy and Buildings, 2022 - Elsevier
Accurate occupancy information can help in optimizing the operation of building systems. To
obtain this information, previous studies suggested using WiFi connection counts due to …