A systematic mapping of the advancing use of machine learning techniques for predictive maintenance in the manufacturing sector

M Nacchia, F Fruggiero, A Lambiase, K Bruton - Applied Sciences, 2021 - mdpi.com
… for predictive maintenance. An upward trend in publications for predictive maintenance using
… domain of smart maintenance. Hence, in this paper, we focus on data-driven methods for …

IoT based predictive maintenance in manufacturing sector

S Nangia, S Makkar, R Hassan - Proceedings of the International …, 2020 - papers.ssrn.com
… approach for Predictive Maintenance using IoT sensors that will aid manufacturing industries
to … This paper discusses a case study from the manufacturing sector where the solution is …

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

M Achouch, M Dimitrova, K Ziane… - Applied Sciences, 2022 - mdpi.com
… routines of manufacturing sectors is recognized by industrial companies. In this article, a …
of industrial predictive maintenance based on asset management and smart maintenance

Predictive maintenance in the automotive sector: A literature review

F Arena, M Collotta, L Luca, M Ruggieri… - Mathematical and …, 2021 - mdpi.com
… used in many automotive sectors, such as autonomous driving and manufacturing [41]. The
most spread traditional algorithms used in predictive maintenance are linear regression (LR)…

[PDF][PDF] Machine learning approach to predictive maintenance in manufacturing industry-a comparative study

P Karuppusamy - Journal of Soft Computing Paradigm (JSCP), 2020 - scholar.archive.org
… - Predictive maintenance is the way to improve asset management in every manufacturing
… While handling advance costlier machinery in the industry, the predictive maintenance

Predictive maintenance in Industry 4.0: A systematic multi-sector mapping

P Mallioris, E Aivazidou, D Bechtsis - CIRP Journal of Manufacturing …, 2024 - Elsevier
… Within the context of smart manufacturing, predictive maintenance (PdM) approaches could
… -the-art predictive maintenance applications across diverse manufacturing sectors to provide …

[图书][B] Predictive Maintenance in Smart Factories

T Cerquitelli, N Nikolakis, N O'Mahony, E Macii… - 2021 - Springer
predictive maintenance of industrial equipment to be easily exploited by small and medium
manufacturing … challenging issues associated with predictive maintenance (eg, architecture …

A systematic mapping study on machine learning techniques applied for condition monitoring and predictive maintenance in the manufacturing sector

TLJ Phan, I Gehrhardt, D Heik, F Bahrpeyma… - Logistics, 2022 - mdpi.com
… is the basis for predictive maintenance (PdM). To predict when maintenance is needed, the
… of ML techniques for CM and PdM in the manufacturing sector. For this reason, a systematic …

Predictive maintenance in the Industry 4.0: A systematic literature review

T Zonta, CA Da Costa, R da Rosa Righi… - Computers & Industrial …, 2020 - Elsevier
… , so not comprising predictive maintenance methods and their … review of initiatives of
predictive maintenance in Industry 4.0, … that “Manufacturing industry needs to turn into predictive

Intelligent maintenance systems and predictive manufacturing

J Lee, J Ni, J Singh, B Jiang… - … of Manufacturing …, 2020 - asmedigitalcollection.asme.org
… By pushing the edge of predictive maintenance strategies, the availability and effectiveness
of manufacturing systems continue to improve. This area focuses on developing innovative …