Review of fault detection techniques for predictive maintenance

D Divya, B Marath, MB Santosh Kumar - Journal of Quality in …, 2023 - emerald.com
Purpose This study aims to bring awareness to the developing of fault detection systems
using the data collected from sensor devices/physical devices of various systems for …

Similarity-based prediction method for machinery remaining useful life: A review

B Xue, H Xu, X Huang, K Zhu, Z Xu, H Pei - The International Journal of …, 2022 - Springer
Determining the remaining useful life (RUL) of increasingly complex machines provides the
decision basis for the predictive maintenance process, which effectively ensures equipment …

Multi-sensor information fusion for remaining useful life prediction of machining tools by adaptive network based fuzzy inference system

J Wu, Y Su, Y Cheng, X Shao, C Deng, C Liu - Applied Soft Computing, 2018 - Elsevier
Remaining useful life (RUL) prediction of machining tools is a typical multi-sensor
information fusion problem. It involves the use of the monitoring information acquired from …

Remaining useful life prediction based on health index similarity

Y Liu, X Hu, W Zhang - Reliability Engineering & System Safety, 2019 - Elsevier
Condition-based maintenance and the prediction of the remaining useful life (RUL) of cutting
tools are of crucial importance to reduce unexpected downtime and ensure quality. Our …

Multiscale similarity ensemble framework for remaining useful life prediction

T Xia, J Shu, Y Xu, Y Zheng, D Wang - Measurement, 2022 - Elsevier
Accurate prediction of remaining useful life (RUL) is crucially important to perform
prognostics and health management. A new similarity-based autoencoder multiscale …

An integrated imputation-prediction scheme for prognostics of battery data with missing observations

R Razavi-Far, S Chakrabarti, M Saif, E Zio - Expert Systems with …, 2019 - Elsevier
This paper focuses on the development of a prognostic scheme for estimating the remaining
useful life (RUL) of Lithium-ion batteries with missing observations. The scheme has two …

Similarity based remaining useful life prediction based on Gaussian Process with active learning

YH Lin, ZQ Ding, YF Li - Reliability Engineering & System Safety, 2023 - Elsevier
Similarity based methods predict remaining useful life (RUL) by directly measuring the
similarities between degradation trajectories, which can be applied when the exact time of …

Improved few-shot learning method for transformer fault diagnosis based on approximation space and belief functions

Y Xu, Y Li, Y Wang, D Zhong, G Zhang - Expert Systems with Applications, 2021 - Elsevier
Incomplete and uncertain information is frequently observed in the data analysis processes,
which has become one of main challenges for the development of fault diagnosis …

Remaining useful life estimation with multiple local similarities

J Lyu, R Ying, N Lu, B Zhang - Engineering Applications of Artificial …, 2020 - Elsevier
In prognostics and health management (PHM), remaining useful life (RUL) estimation has
become a major focus for guaranteeing the safety and reliability of systems. Similarity-based …

Application of multi-sensor fuzzy information fusion algorithm in industrial safety monitoring system

X Zhou, T Peng - Safety science, 2020 - Elsevier
Chemical enterprises are characterized by many casualties and frequent serious accidents.
In order to reduce the likelihood of such accidents and ensure safe production effectively, a …