Data mining in the construction industry: Present status, opportunities, and future trends

H Yan, N Yang, Y Peng, Y Ren - Automation in Construction, 2020 - Elsevier
The construction industry is experiencing remarkable growth in the data generation. Data
mining (DM) from considerable amount of data in the construction industry has emerged as …

Data analytics to improve building performance: A critical review

HB Gunay, W Shen, G Newsham - Automation in Construction, 2019 - Elsevier
The data inherent in building automation systems, computerized maintenance management
systems, security and access control systems, and IT networks represent an untapped …

Occupancy prediction through machine learning and data fusion of environmental sensing and Wi-Fi sensing in buildings

W Wang, J Chen, T Hong - Automation in Construction, 2018 - Elsevier
Occupancy information is crucial to building facility design, operation, and energy efficiency.
Many studies propose the use of environmental sensors (such as carbon dioxide, air …

[HTML][HTML] Building occupancy and energy consumption: Case studies across building types

S Zhan, A Chong - Energy and Built Environment, 2021 - Elsevier
Past research has shown that occupancy information can be used to reduce building energy
consumption through occupant-based controls and by mitigating wasteful occupant …

Modelling urban-scale occupant behaviour, mobility, and energy in buildings: A survey

FD Salim, B Dong, M Ouf, Q Wang, I Pigliautile… - Building and …, 2020 - Elsevier
The proliferation of urban sensing, IoT, and big data in cities provides unprecedented
opportunities for a deeper understanding of occupant behaviour and energy usage patterns …

Towards an occupancy-oriented digital twin for facility management: Test campaign and sensors assessment

E Seghezzi, M Locatelli, L Pellegrini, G Pattini… - Applied Sciences, 2021 - mdpi.com
This study focuses on calibration and test campaigns of an IoT camera-based sensor system
to monitor occupancy, as part of an ongoing research project aiming at defining a Building …

Occupancy data at different spatial resolutions: Building energy performance and model calibration

A Chong, G Augenbroe, D Yan - Applied Energy, 2021 - Elsevier
Occupancy is a significant area of interest within the field of building performance simulation.
Through Bayesian calibration, the present study investigates the impact of the availability of …

Leveraging project management tools for energy efficiency in hvac operations: a path to climate resilience

W Ebirim, KA Olu-lawal… - Engineering Science & …, 2024 - fepbl.com
Efficient management of heating, ventilation, and air conditioning (HVAC) systems is
paramount for mitigating energy consumption and enhancing climate resilience in modern …

Towards utilizing internet of things (IoT) devices for understanding individual occupants' energy usage of personal and shared appliances in office buildings

HN Rafsanjani, A Ghahramani - Journal of Building Engineering, 2020 - Elsevier
Energy consumption in office buildings highly depends on occupant energy-use behaviors
and intervening these behaviors could function as a cost-effective approach to enhance …

A framework to identify key occupancy indicators for optimizing building operation using WiFi connection count data

N Alishahi, M Nik-Bakht, MM Ouf - Building and Environment, 2021 - Elsevier
Adapting building systems' operation to occupancy variations can provide significant energy
savings, but this is typically constrained by the unavailability of occupancy information …