[HTML][HTML] Predictive maintenance 4.0 for chilled water system at commercial buildings: A systematic literature review

M Almobarek, K Mendibil, A Alrashdan - Buildings, 2022 - mdpi.com
Predictive maintenance plays an important role in managing commercial buildings. This
article provides a systematic review of the literature on predictive maintenance applications …

[HTML][HTML] Predictive maintenance 4.0 for chilled water system at commercial buildings: a methodological framework

M Almobarek, K Mendibil, A Alrashdan - Buildings, 2023 - mdpi.com
Predictive maintenance is considered as one of the most important strategies for managing
the utility systems of commercial buildings. This research focused on chilled water system …

[HTML][HTML] Fault types and frequencies in predictive maintenance 4.0 for chilled water system at commercial buildings: an industry survey

M Almobarek, K Mendibil, A Alrashdan, S Mejjaouli - Buildings, 2022 - mdpi.com
Predictive Maintenance 4.0 (PdM 4.0) showed a highly positive impact on chilled water
system (CWS) maintenance. This research followed the recommendations of a systematic …

[HTML][HTML] On predictive maintenance in industry 4.0: Overview, models, and challenges

M Achouch, M Dimitrova, K Ziane… - Applied Sciences, 2022 - mdpi.com
In the era of the fourth industrial revolution, several concepts have arisen in parallel with this
new revolution, such as predictive maintenance, which today plays a key role in sustainable …

[PDF][PDF] Automation of Predictive Maintenance Using Internet of Things (IoT) Technology at University-Based O&M Project

JR Fernandez, YT Prasetyo, SF Persada… - facilities management, 2021 - ijiet.org
Predictive Maintenance can be defined as a type of advanced maintenance that detects the
onset of system degradation allowing causal stressors to be eliminated or controlled prior to …

[HTML][HTML] Predictive maintenance in building facilities: A machine learning-based approach

Y Bouabdallaoui, Z Lafhaj, P Yim, L Ducoulombier… - Sensors, 2021 - mdpi.com
The operation and maintenance of buildings has seen several advances in recent years.
Multiple information and communication technology (ICT) solutions have been introduced to …

[PDF][PDF] Application of predictive maintenance in hospital heating, ventilation and air conditioning facilities

G Sánchez-Barroso, JG Sanz-Calcedo - Emerging Science Journal, 2019 - academia.edu
The variety of a hospital's users leads to different levels of requirements relating to indoor
environmental conditions. The responsibility for generating these favourable conditions for …

[PDF][PDF] Industry 4.0 enabled predictive maintenance of facilities: a study on applicability, benefits and challenges

T Sivanuja, YG Sandanayake - 2022 - ciobwcs.com
Maintenance management is an important function under Facilities Management (FM).
Industries moved to preventive maintenance models to counteract the inefficiencies of …

[HTML][HTML] A Digital Twin predictive maintenance framework of air handling units based on automatic fault detection and diagnostics

HH Hosamo, PR Svennevig, K Svidt, D Han… - Energy and …, 2022 - Elsevier
The building industry consumes the most energy globally, making it a priority in energy
efficiency initiatives. Heating, ventilation, and air conditioning (HVAC) systems create the …

[HTML][HTML] From corrective to predictive maintenance—A review of maintenance approaches for the power industry

M Molęda, B Małysiak-Mrozek, W Ding, V Sunderam… - Sensors, 2023 - mdpi.com
Appropriate maintenance of industrial equipment keeps production systems in good health
and ensures the stability of production processes. In specific production sectors, such as the …