State of the art and taxonomy of prognostics approaches, trends of prognostics applications and open issues towards maturity at different technology readiness levels
Integrating prognostics to a real application requires a certain maturity level and for this
reason there is a lack of success stories about development of a complete Prognostics and …
reason there is a lack of success stories about development of a complete Prognostics and …
Multi-sensor prognostics using an unsupervised health index based on LSTM encoder-decoder
Many approaches for estimation of Remaining Useful Life (RUL) of a machine, using its
operational sensor data, make assumptions about how a system degrades or a fault …
operational sensor data, make assumptions about how a system degrades or a fault …
Predicting remaining useful life using time series embeddings based on recurrent neural networks
We consider the problem of estimating the remaining useful life (RUL) of a system or a
machine from sensor data. Many approaches for RUL estimation based on sensor data …
machine from sensor data. Many approaches for RUL estimation based on sensor data …
System-level failure prognostics: Literature review and main challenges
F Tamssaouet, KT Nguyen… - Proceedings of the …, 2023 - journals.sagepub.com
This paper reviews methods and practices for addressing the concepts of system-level
prognostics (SLP) and system remaining useful life (SRUL) estimation applied to …
prognostics (SLP) and system remaining useful life (SRUL) estimation applied to …
[HTML][HTML] MachNet, a general Deep Learning architecture for Predictive Maintenance within the industry 4.0 paradigm
A Jaenal, JR Ruiz-Sarmiento… - … Applications of Artificial …, 2024 - Elsevier
Abstract In the Industry 4.0 era, a myriad of sensors of diverse nature (temperature, pressure,
etc.) is spreading throughout the entire value chain of industries, being potentially …
etc.) is spreading throughout the entire value chain of industries, being potentially …
Abrupt fault remaining useful life estimation using measurements from a reciprocating compressor valve failure
P Loukopoulos, G Zolkiewski, I Bennett… - … Systems and Signal …, 2019 - Elsevier
One of the major targets in industry is minimisation of downtime and cost, and maximisation
of availability and safety, with maintenance considered a key aspect in achieving this …
of availability and safety, with maintenance considered a key aspect in achieving this …
[HTML][HTML] Maintenance management through intelligent asset management platforms (IAMP). Emerging factors, key impact areas and data models
A Crespo Marquez, JF Gomez Fernandez… - Energies, 2020 - mdpi.com
Maintenance Management is a key pillar in companies, especially energy utilities, which
have high investments in assets, and so for its proper contribution has to be integrated and …
have high investments in assets, and so for its proper contribution has to be integrated and …
[PDF][PDF] Maintenance management through intelligent asset management platforms (IAMP). Emerging factors, key impact areas and data models
AC Marquez, JFG Fernandez, PMG Fernández… - Energies, 2020 - psecommunity.org
Maintenance Management is a key pillar in companies, especially energy utilities, which
have high investments in assets, and so for its proper contribution has to be integrated and …
have high investments in assets, and so for its proper contribution has to be integrated and …
Deep LSTM enhancement for RUL prediction using Gaussian mixture models
M Sayah, D Guebli, Z Noureddine… - Automatic Control and …, 2021 - Springer
This paper introduces a new deep learning model for Remaining Useful Life (RUL)
prediction of complex industrial system components using Gaussian Mixture Models …
prediction of complex industrial system components using Gaussian Mixture Models …
Reciprocating compressor prognostics of an instantaneous failure mode utilising temperature only measurements
P Loukopoulos, G Zolkiewski, I Bennett, S Sampath… - Applied Acoustics, 2019 - Elsevier
Reciprocating compressors are critical components in the oil and gas sector, though their
maintenance cost is known to be relatively high. Compressor valves are the weakest …
maintenance cost is known to be relatively high. Compressor valves are the weakest …