no code implementations • 11 Mar 2024 • Qirui Huang, Marc Syndicus, Jérôme Frisch, Christoph van Treeck
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.
1 code implementation • 28 Nov 2023 • Antonio Liguori, Matias Quintana, Chun Fu, Clayton Miller, Jérôme Frisch, Christoph van Treeck
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.
1 code implementation • 17 Jun 2021 • Christoph Emunds, Nicolas Pauen, Veronika Richter, Jérôme Frisch, Christoph van Treeck
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
no code implementations • 17 Sep 2020 • Antonio Liguori, Romana Markovic, Thi Thu Ha Dam, Jérôme Frisch, Christoph van Treeck, Francesco Causone
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.
1 code implementation • 17 Sep 2018 • Romana Markovic, Jérôme Frisch, Christoph van Treeck
Eventually, the relationship between the prediction accuracy and the time-lag of the predicted window state in future is analyzed.
no code implementations • 10 Jul 2018 • Romana Markovic, Eva Grintal, Daniel Wölki, Jérôme Frisch, Christoph van Treeck
data points from 3 independent buildings, located in Aachen, Frankfurt and Philadelphia.