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 …
mining (DM) from considerable amount of data in the construction industry has emerged as …
Data analytics to improve building performance: A critical review
The data inherent in building automation systems, computerized maintenance management
systems, security and access control systems, and IT networks represent an untapped …
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
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 …
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
Past research has shown that occupancy information can be used to reduce building energy
consumption through occupant-based controls and by mitigating wasteful occupant …
consumption through occupant-based controls and by mitigating wasteful occupant …
Modelling urban-scale occupant behaviour, mobility, and energy in buildings: A survey
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 …
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 …
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
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 …
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 …
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 …
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
Adapting building systems' operation to occupancy variations can provide significant energy
savings, but this is typically constrained by the unavailability of occupancy information …
savings, but this is typically constrained by the unavailability of occupancy information …