Big data analytics for predictive maintenance strategies
Maintenance aims to reduce and eliminate the number of failures occurred during
production as any breakdown of machine or equipment may lead to disruption for the supply …
production as any breakdown of machine or equipment may lead to disruption for the supply …
Predictive maintenance in Industry 4.0: A systematic multi-sector mapping
Industry 4.0 is strongly intertwined with big data streaming flows from intelligent sensors and
machinery installed in industrial facilities. Failures can disrupt production and lead the …
machinery installed in industrial facilities. Failures can disrupt production and lead the …
Digital twin enabled industry 4.0 predictive maintenance under reliability-centred strategy
A Mubarak, M Asmelash, A Azhari… - 2022 First …, 2022 - ieeexplore.ieee.org
This paper introduces the idea of implementing digital twin for predictive maintenance under
open system architecture. Predictive maintenance (PdM) is critical to machines operating …
open system architecture. Predictive maintenance (PdM) is critical to machines operating …
IoT-based data-driven predictive maintenance relying on fuzzy system and artificial neural networks
Industry 4.0 technologies need to plan reactive and Preventive Maintenance (PM) strategies
for their production lines. This applied research study aims to employ the Predictive …
for their production lines. This applied research study aims to employ the Predictive …
A survey on predictive maintenance through big data
A Patwardhan, AK Verma, U Kumar - Current Trends in Reliability …, 2016 - Springer
Modern manufacturing systems use thousands of sensors retrieving information at hundreds
to thousands of samples per second. The real time data being generated is mostly used for …
to thousands of samples per second. The real time data being generated is mostly used for …
Data-driven fault diagnostics and prognostics for predictive maintenance: A brief overview
G Xu, M Liu, J Wang, Y Ma, J Wang… - 2019 IEEE 15th …, 2019 - ieeexplore.ieee.org
Predictive Maintenance (PdM) is a maintenance strategy which predicts equipment failures
before they occur and then performs maintenance in advance to avoid the occurrence of …
before they occur and then performs maintenance in advance to avoid the occurrence of …
Machine learning based predictive maintenance strategy: a super learning approach with deep neural networks
S Butte, AR Prashanth, S Patil - 2018 IEEE Workshop on …, 2018 - ieeexplore.ieee.org
Effective predictive maintenance (PdM) strategy is needed in microelectronic manufacturing
to reduce cost and loss of cycle time associated with unplanned maintenance events in fab …
to reduce cost and loss of cycle time associated with unplanned maintenance events in fab …
A heuristic approach on predictive maintenance techniques: Limitations and scope
K Shukla, S Nefti-Meziani… - Advances in Mechanical …, 2022 - journals.sagepub.com
In view of the trend towards Industry 4.0, intelligent predictive monitoring and decision-
making processes have become a crucial requirement in today's manufacturing industries to …
making processes have become a crucial requirement in today's manufacturing industries to …
Predictive maintenance using machine learning
AP Kane, AS Kore, AN Khandale, SS Nigade… - arXiv preprint arXiv …, 2022 - arxiv.org
Predictive maintenance (PdM) is a concept, which is implemented to effectively manage
maintenance plans of the assets by predicting their failures with data driven techniques. In …
maintenance plans of the assets by predicting their failures with data driven techniques. In …
A manufacturing big data solution for active preventive maintenance
J Wan, S Tang, D Li, S Wang, C Liu… - IEEE Transactions …, 2017 - ieeexplore.ieee.org
Industry 4.0 has become more popular due to recent developments in cyber-physical
systems, big data, cloud computing, and industrial wireless networks. Intelligent …
systems, big data, cloud computing, and industrial wireless networks. Intelligent …