A systematic literature review of machine learning methods applied to predictive maintenance

TP Carvalho, FA Soares, R Vita, RP Francisco… - Computers & Industrial …, 2019 - Elsevier
… This paper presents a review of machine learning methods for predictive maintenance. …
to this review (ie machine learning methods applied to predictive maintenance). For the SLR …

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
… field of predictive maintenance to … predictive maintenance is a hot topic in the context of
Industry 4.0 but with several challenges to be better investigated in the area of machine learning

Machine learning approach for predictive maintenance in industry 4.0

M Paolanti, L Romeo, A Felicetti… - 2018 14th IEEE …, 2018 - ieeexplore.ieee.org
… Abstract—Condition monitoring together with predictive maintenance of electric motors and
… This paper describes a Machine Learning architecture for Predictive Maintenance, based …

Machine learning for predictive maintenance: A multiple classifier approach

GA Susto, A Schirru, S Pampuri… - IEEE transactions on …, 2014 - ieeexplore.ieee.org
… Abstract—In this paper a multiple classifier machine learning methodology for Predictive
Maintenance (PdM) is presented. PdM is a prominent strategy for dealing with maintenance

Machine learning for predictive maintenance of industrial machines using IoT sensor data

A Kanawaday, A Sane - 2017 8th IEEE international …, 2017 - ieeexplore.ieee.org
… Hence, we aggregate this data on cloud and use machine learning to predict failures
beforehand to avoid major losses incurred by the firm if the machine stops for any reason and …

Machine learning-based predictive maintenance: A cost-oriented model for implementation

E Florian, F Sgarbossa, I Zennaro - International Journal of Production …, 2021 - Elsevier
… In this context, optimisation of maintenance strategy is needed (De Carlo and Arleo …
maintenance costs, Predictive Maintenance (PdM) strategy might be suitable. Through predictive

[HTML][HTML] Machine learning methods for vehicle predictive maintenance using off-board and on-board data

R Prytz - 2014 - diva-portal.org
… automotive one, predictive maintenance is becoming more … We show that predictive
maintenance is possible and can … -of-the-box machine learning solutions, and identify areas where …

Optimizing predictive maintenance with machine learning for reliability improvement

Y Ren - ASCE-ASME Journal of Risk and …, 2021 - asmedigitalcollection.asme.org
learning and reinforcement learning algorithms and the associated typical applications in
predictive maintenance. … steps of machine learning applications in maintenance prediction. …

[HTML][HTML] Predictive maintenance enabled by machine learning: Use cases and challenges in the automotive industry

A Theissler, J Pérez-Velázquez, M Kettelgerdes… - Reliability engineering & …, 2021 - Elsevier
… In this section we survey and structure papers on machine learning-based predictive
maintenance for automotive systems. In total we surveyed 62 papers. The selection of the papers is …

A research study on unsupervised machine learning algorithms for early fault detection in predictive maintenance

N Amruthnath, T Gupta - 2018 5th international conference on …, 2018 - ieeexplore.ieee.org
… of the critical components of predictive maintenance; it is … maintenance, sometimes it is
required to build a model with minimal or no historical data. In such cases, unsupervised learning