Introducing IEA EBC annex 79: Key challenges and opportunities in the field of occupant-centric building design and operation
Despite the fact that buildings are designed for occupants in principle, evidence suggests
buildings are often uncomfortable compared to the requirements of standards; difficult to …
buildings are often uncomfortable compared to the requirements of standards; difficult to …
[HTML][HTML] Deep and transfer learning for building occupancy detection: A review and comparative analysis
The building internet of things (BIoT) is quite a promising concept for curtailing energy
consumption, reducing costs, and promoting building transformation. Besides, integrating …
consumption, reducing costs, and promoting building transformation. Besides, integrating …
Practical issues in implementing machine-learning models for building energy efficiency: Moving beyond obstacles
Implementing machine-learning models in real applications is crucial to achieving intelligent
building control and high energy efficiency. Over the past few decades, numerous studies …
building control and high energy efficiency. Over the past few decades, numerous studies …
A global building occupant behavior database
This paper introduces a database of 34 field-measured building occupant behavior datasets
collected from 15 countries and 39 institutions across 10 climatic zones covering various …
collected from 15 countries and 39 institutions across 10 climatic zones covering various …
Review on occupancy detection and prediction in building simulation
Y Ding, S Han, Z Tian, J Yao, W Chen, Q Zhang - Building Simulation, 2022 - Springer
Energy simulation results for buildings have significantly deviated from actual consumption
because of the uncertainty and randomness of occupant behavior. Such differences are …
because of the uncertainty and randomness of occupant behavior. Such differences are …
[HTML][HTML] From time-series to 2d images for building occupancy prediction using deep transfer learning
Building occupancy information could aid energy preservation while simultaneously
maintaining the end-user comfort level. Energy conservation becomes essential since …
maintaining the end-user comfort level. Energy conservation becomes essential since …
A three-year dataset supporting research on building energy management and occupancy analytics
This paper presents the curation of a monitored dataset from an office building constructed
in 2015 in Berkeley, California. The dataset includes whole-building and end-use energy …
in 2015 in Berkeley, California. The dataset includes whole-building and end-use energy …
Fit-for-purpose: Measuring occupancy to support commercial building operations: A review
S Azimi, W O'Brien - Building and Environment, 2022 - Elsevier
The current trend in commercial buildings is moving towards minimizing space utilization,
efficient allocation of resources, energy efficiency, better asset management, and increasing …
efficient allocation of resources, energy efficiency, better asset management, and increasing …
[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 …
Occupancy-based energy consumption modelling using machine learning algorithms for institutional buildings
Occupancy information is one of the crucial variables in modelling and predicting the energy
use in buildings. However, the presence of occupants is often stochastic in nature. In the …
use in buildings. However, the presence of occupants is often stochastic in nature. In the …