When artificial intelligence meets building energy efficiency, a review focusing on zero energy building

B Yan, F Hao, X Meng - Artificial Intelligence Review, 2021 - Springer
Building energy efficiency, as a traditional field which has been existing for decades
performs a prosperous needs with diversity of corresponding methods. In the flow of artificial …

Data‐Driven Modelling of Smart Building Ventilation Subsystem

G Stamatescu, I Stamatescu, N Arghira… - Journal of …, 2019 - Wiley Online Library
Considering the advances in building monitoring and control through networks of
interconnected devices, effective handling of the associated rich data streams is becoming …

Multivariate features extraction and effective decision making using machine learning approaches

S Gharsellaoui, M Mansouri, SS Refaat, H Abu-Rub… - Energies, 2020 - mdpi.com
Fault Detection and Isolation (FDI) in Heating, Ventilation, and Air Conditioning (HVAC)
systems is an important approach to guarantee the human safety of these systems …

Efficient health monitoring of buildings using failure modes and effects analysis case study: air handling unit system

T Parhizkar, F Aramoun, Y Saboohi - Journal of Building Engineering, 2020 - Elsevier
Abstract System health management based on condition monitoring is of great value and
significance for improving system performance and reliability. As more data from condition …

Advancing building fault diagnosis using the concept of contextual and heterogeneous test

M Singh, NT Kien, H Najeh, S Ploix, A Caucheteux - Energies, 2019 - mdpi.com
Fault diagnosis and maintenance of a whole-building system is a complex task to perform. A
wide range of available building fault detection and diagnosis (FDD) tools are only capable …

Diagnosis in buildings: New trends illustrated by an application

H Najeh, MP Singh, S Ploix, K Chabir… - 2019 International …, 2019 - ieeexplore.ieee.org
Similar to other engineering systems, buildings are also complex systems. The whole
building system is highly vulnerable to different kinds of faults, failures and human …

Diagnosis in building: new challenges

H Najeh - 2019 - theses.hal.science
Fault diagnosis and maintenance of a whole-building system is a complex task to perform.
Available building fault detection and diagnosis tools are only capableof performing fault …

Enhanced Machine Learning Approaches for Diagnosing Building Systems

S Gharsellaoui, M Mansouri, SS Refaat… - … on Internet of Things …, 2019 - ieeexplore.ieee.org
Fault Detection and Classification (FDC) in Heating, Ventilation, and Air Conditioning
(HVAC) systems is an important approach to guarantee the human safety of these systems …

[PDF][PDF] Performing Diagnosis in Building with Partially Valid Heterogeneous Tests

H Najeh, MP Singh, S Ploix, A Caucheteux… - International Journal of …, 2019 - academia.edu
Building system is highly vulnerable to different kinds of faults and human misbehaviors.
Energy efficiency and user comfort are directly targeted due to abnormalities in building …