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Found 6 papers, 3 papers with code
Spatial features of CO2 for occupancy detection in a naturally ventilated school building
By incorporating spatial features, the model using only CO2-related features revealed similar performance as the model containing additional ventilation information, resulting in a better low-cost occupancy detection method for naturally ventilated buildings.
Opening the Black Box: Towards inherently interpretable energy data imputation models using building physics insight
While no significant improvement is observed in terms of reconstruction error with the proposed PI-DAE, its enhanced robustness to varying rates of missing data and the valuable insights derived from the physics-based coefficients create opportunities for wider applications within building systems and the built environment.
IFCNet: A Benchmark Dataset for IFC Entity Classification
Enhancing interoperability and information exchange between domain-specific software products for BIM is an important aspect in the Architecture, Engineering, Construction and Operations industry.
Ranked #1 on
IFC Entity Classification
on IFCNetCore
Indoor environment data time-series reconstruction using autoencoder neural networks
As the number of installed meters in buildings increases, there is a growing number of data time-series that could be used to develop data-driven models to support and optimize building operation.
Learning short-term past as predictor of human behavior in commercial buildings
Eventually, the relationship between the prediction accuracy and the time-lag of the predicted window state in future is analyzed.
Window Opening Model using Deep Learning Methods
data points from 3 independent buildings, located in Aachen, Frankfurt and Philadelphia.
