Machine learning and reasoning for predictive maintenance in Industry 4.0: Current status and challenges

J Dalzochio, R Kunst, E Pignaton, A Binotto… - Computers in …, 2020 - Elsevier
In recent years, the fourth industrial revolution has attracted attention worldwide. Several
concepts were born in conjunction with this new revolution, such as predictive maintenance …

IoT and machine learning enable predictive maintenance for manufacturing systems: A use-case of laser welding machine implementation

TT Van, I Chan, S Parthasarathi, CP Lim… - Proceedings of the …, 2022 - papers.ssrn.com
The concept of predictive maintenance (PdM) has been existing for many years but rarely
implemented in industries due to their high cost. With the advent of big data solutions, the …

A Robust Data-Driven Predictive Maintenance Framework for Industrial Machinery using Explainable Machine Learning Techniques

T Simi, NG Resmi - 2023 9th International Conference on Smart …, 2023 - ieeexplore.ieee.org
The best performance and longevity of industrial machinery are dependent on predictive
maintenance. The proposed framework is a reliable and effective predictive maintenance …

[图书][B] Predictive maintenance in dynamic systems: advanced methods, decision support tools and real-world applications

E Lughofer, M Sayed-Mouchaweh - 2019 - Springer
During recent years, rapid technological developments and breakthroughs in various
industrial automatization processes with the support of modern machines, big data storages …

An Arrowhead and Mimosa Based IoT Framework with an Industrial Predictive Maintenance Application

B Bulut, HB Ketmen, AS Atalay… - … on INnovations in …, 2021 - ieeexplore.ieee.org
Manufacturing is undergoing an immense change triggered with widespread sensorisation,
volumes of data being generated, and advanced machine learning technologies. Problems …

Challenges to IoT-enabled predictive maintenance for industry 4.0

M Compare, P Baraldi, E Zio - IEEE Internet of things journal, 2019 - ieeexplore.ieee.org
The Industry 4.0 paradigm is boosting the relevance of predictive maintenance (PdM) for
manufacturing and production industries. PdM strongly relies on Internet of Things (IoT) …

[PDF][PDF] Predictive Maintenance Planning for Industry 4.0 Using Machine Learning for Sustainable Manufacturing. Sustainability 2022, 14, 3387

MH Abidi, MK Mohammed, H Alkhalefah - 2022 - academia.edu
With the advent of the fourth industrial revolution, the application of artificial intelligence in
the manufacturing domain is becoming prevalent. Maintenance is one of the important …

Deep Data-driven RUL Prediction for Optimizing Safety-constrained CBM Strategies in Plant Modernization

Y Huang, D Zhao, B Xie - 2023 IEEE 14th Annual Ubiquitous …, 2023 - ieeexplore.ieee.org
Systems in commercial utility facilities and advanced manufacturing industries suffer from
gradual deterioration due to environmental factors, operational stresses, and aging effects …

Ensemble trees learning based improved predictive maintenance using IIoT for turbofan engines

S Behera, A Choubey, CS Kanani, YS Patel… - Proceedings of the 34th …, 2019 - dl.acm.org
An unprecedented growth of the industrial sector, has led to an exponential increase in the
amount of industrial IoT (IIoT) data. This is sprouting increased interest in the data-driven …

Fast predictive maintenance in industrial internet of things (iiot) with deep learning (dl): A review

T Rieger, S Regier, I Stengel, N Clarke - 2019 - pearl.plymouth.ac.uk
Applying Deep Learning in the field of Industrial Internet of Things is a very active research
field. The prediction of failures of machines and equipment in industrial environments before …