3 papers
cs.PL2026
Type Checking Project Haystack Grids using JSON Schema and Pydantic
Thomas Hirsch, Samina Kadkhoda Masoumali, Gerald Schweiger
Ontologies enable scalable energy services in buildings by supporting interoperability and automation. Project Haystack is a building ontology that is widely adopted due to its fle…
cs.LG2025
Reproducibility of Machine Learning-Based Fault Detection and Diagnosis for HVAC Systems in Buildings: An Empirical Study
Adil Mukhtar, Michael Hadwiger, Franz Wotawa +1
Reproducibility is a cornerstone of scientific research, enabling independent verification and validation of empirical findings. The topic gained prominence in fields such as psych…
cs.LG2024
Generalizable Temperature Nowcasting with Physics-Constrained RNNs for Predictive Maintenance of Wind Turbine Components
Johannes Exenberger, Matteo Di Salvo, Thomas Hirsch +2
Machine learning plays an important role in the operation of current wind energy production systems. One central application is predictive maintenance to increase efficiency and lo…