Predictive Maintenance

Predictive Maintenance is a maintenance strategy that belongs to the broader class of maintenance engineering practices, distinguished by its reliance on predictive analytics and real-time data from automated systems—particularly in domains such as mine automation—to forecast equipment failures and schedule interventions proactively based on actual operational conditions rather than fixed time intervals.

3.9K

Publications

233.4K

Citations

10.4K

Authors

2.4K

Institutions

Publications per year

2017–2026

2.6K

Parents

AutomationMaintenance EngineeringMine AutomationPredictive Analytics

Children

Bayesian PrognosticsComputer Vision For InspectionData-driven PrognosticsDegradation ModelingDigital Twins For MaintenanceFailure PrognosticsFault ClassificationHealth Index ModelingHybrid PrognosticsMaintenance Cost Optimization

Publications

3.9K

A Hybrid Prognostics Approach for Estimating Remaining Useful Life of Rolling Element Bearings

Biao Wang, Yaguo Lei, Naipeng Li et al. · IEEE Transactions on Reliability · 2018 · 1.8K citations

Engineering, Data Science, Machine Learning +16

Prognostics and health management design for rotary machinery systems—Reviews, methodology and applications

Jay Lee, Fangji Wu, Wenyu Zhao et al. · Mechanical Systems and Signal Processing · 2013 · 1.5K citations

Engineering, Operations Management, Maintenance Engineering +11

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

Thyago Peres Carvalho, Fabrízzio Soares, Roberto Oliveira Vita et al. · Computers & Industrial Engineering · 2019 · 1.4K citations

Engineering, Computer Science, Industrial Engineering +14

Loss of Life Transformer Prediction Based on Stacking Ensemble Improved by Genetic Algorithm By IJISRT

Rosena Shintabella, Catur Edi Widodo, Adi Wibowo · International Journal of Innovative Science and Research Technology (IJISRT) · 2024 · 1.3K citations · Full text

Computing, Computer Science, Electrical Engineering +15

A recurrent neural network based health indicator for remaining useful life prediction of bearings

Liang Guo, Naipeng Li, Feng Jia et al. · Neurocomputing · 2017 · 1.2K citations

Computing, Data Science, Machine Learning +14

1–5 of 3.9K

Authors

10.4K

EZ
Enrico Zio
Politecnico di Milano, Italy
38 publications · 2.7K citations
23
h-index
YL
Yaguo Lei
Xi'an Jiaotong University, China
26 publications · 6.5K citations
23
h-index
JL
Jay Lee
University of Cincinnati, United States
31 publications · 5.2K citations
21
h-index
NG
Nagi Gebraeel
Georgia Institute of Technology, United States
22 publications · 2.8K citations
20
h-index
NL
Naipeng Li
Xi'an Jiaotong University, China
21 publications · 6.3K citations
19
h-index

1–5 of 10.4K

Institutions

2.4K

1–8 of 2.4K

Venues

Reliability Engineering & System Safety
208 publications · 18K citations
75
h-index
Mechanical Systems and Signal Processing
MSSP · 65 publications · 10.9K citations
46
h-index
IEEE Transactions on Reliability
71 publications · 8.4K citations
42
h-index
IEEE Transactions on Industrial Informatics
47 publications · 7.9K citations
39
h-index
IEEE Transactions on Instrumentation and Measurement
59 publications · 5.5K citations
38
h-index

1–5