Novel real-time model-based fault detection method for automatic identification of abnormal energy performance in building ventilation units

M Bang, SS Engelsgaard, EK Alexandersen… - Energy and …, 2019 - Elsevier
Studies show that buildings are able to attain energy savings of up to 30% by rectifying faulty
HVAC systems using fault detection and diagnostic methods. In this study, we propose an …

Room-level occupant counts and environmental quality from heterogeneous sensing modalities in a smart building

JH Schwee, A Johansen, BN Jørgensen… - Scientific data, 2019 - nature.com
The research areas of occupant sensing and occupant behavior modeling are lacking
comprehensive public datasets for providing baseline results and fostering data-driven …

Sensor fault diagnosis, isolation, and accommodation for heating, ventilating, and air conditioning systems based on soft sensor

L Nie, Y Ren, R Wu, M Tan - Actuators, 2023 - mdpi.com
Heating, Ventilating, and Air Conditioning (HVAC) systems often suffer from unscheduled
maintenance or abnormal shutdown due to the fault of their interior sensor system …

A stair-step probabilistic approach for automatic anomaly detection in building ventilation system operation

EK Alexandersen, MR Skydt, SS Engelsgaard… - Building and …, 2019 - Elsevier
HVAC systems contribute to a large part of energy consumption in buildings and studies
suggest that savings up to 30% can be achieved by utilising the potential of FDD methods …

Building commissioning process and documentation: a literature review and directions for future research

J Singh, CJ Anumba - International Journal of Construction …, 2024 - Taylor & Francis
The motivation of this paper is to examine and review the current study, gaps and trends in
commissioning process and documentation in the architectural, engineering, construction …

Validation of Digital Twins in Labor-Intensive Manufacturing: Significance and Challenges

A Zare, S Lazarova-Molnar - Procedia Computer Science, 2024 - Elsevier
Digital Twins allow for designing, operating, and optimizing running systems by replicating
the operations of the physical components in a digital environment. Interconnectivity …

Online Energy Simulator for building fault detection and diagnostics using dynamic energy performance model

CG Mattera, M Jradi, HR Shaker - International Journal of Low …, 2018 - academic.oup.com
Faults in buildings systems affect energy efficiency and occupancy comfort. Simulating
building behavior and comparing it with measured data allows to detect discrepancies due …

Energy systems condition monitoring: Dynamic principal component analysis application

HAN Søndergaard, HR Shaker… - 2022 IEEE 10th …, 2022 - ieeexplore.ieee.org
Faults are estimated to cause 30 percent and 40 percent of energy consumption in building
energy systems and district heating systems, respectively. It is therefore critical to detect …

Fault detection in ventilation units using dynamic energy performance models

CG Mattera, M Jradi, MR Skydt, SS Engelsgaard… - Journal of Building …, 2020 - Elsevier
Buildings systems are one of the world's largest energy consumer, and their faults often
cause energy waste and occupants discomfort. In this paper, we propose a model-based …

Automatic process monitoring in a district heating substation utilizing a contextual shewhart chart

HA Søndergaard, HR Shaker… - Energy …, 2022 - portal.findresearcher.sdu.dk
Fault detection methods play a key role in enabling proactive maintenance in district heating
systems. Faults are estimated to cause around 40 percent of energy consumption and it is …