A review on prognostics and health management (PHM) methods of lithium-ion batteries

H Meng, YF Li - Renewable and Sustainable Energy Reviews, 2019 - Elsevier
Batteries are prevalent energy providers for modern systems. They can also be regarded as
storage units for renewable and sustainable energy. Failures of batteries can bring huge …

Prognostics and health management: A review of vibration based bearing and gear health indicators

D Wang, KL Tsui, Q Miao - Ieee Access, 2017 - ieeexplore.ieee.org
Prognostics and health management is an emerging discipline to scientifically manage the
health condition of engineering systems and their critical components. It mainly consists of …

Prognostics and Health Management (PHM): Where are we and where do we (need to) go in theory and practice

E Zio - Reliability Engineering & System Safety, 2022 - Elsevier
We are performing the digital transition of industry, living the 4th industrial revolution,
building a new World in which the digital, physical and human dimensions are interrelated in …

Aircraft engine run-to-failure dataset under real flight conditions for prognostics and diagnostics

M Arias Chao, C Kulkarni, K Goebel, O Fink - Data, 2021 - mdpi.com
A key enabler of intelligent maintenance systems is the ability to predict the remaining useful
lifetime (RUL) of its components, ie, prognostics. The development of data-driven …

[HTML][HTML] Relation between prognostics predictor evaluation metrics and local interpretability SHAP values

ML Baptista, K Goebel, EMP Henriques - Artificial Intelligence, 2022 - Elsevier
Maintenance decisions in domains such as aeronautics are becoming increasingly
dependent on being able to predict the failure of components and systems. When data …

Forecasting fault events for predictive maintenance using data-driven techniques and ARMA modeling

M Baptista, S Sankararaman, IP de Medeiros… - Computers & Industrial …, 2018 - Elsevier
Presently, time-based airline maintenance scheduling does not take fault predictions into
account, but happens at fixed time-intervals. This may result in unnecessary maintenance …

Proton exchange membrane fuel cell system prognostics and decision-making: Current status and perspectives

M Yue, S Jemei, N Zerhouni, R Gouriveau - Renewable Energy, 2021 - Elsevier
Proton exchange membrane fuel cell (PEMFC), as an attractive alternative power source,
has seen its increasing deployment in both automotive and small stationary applications. To …

Vulnerabilities and safety assurance methods in Cyber-Physical Systems: A comprehensive review

V Bolbot, G Theotokatos, LM Bujorianu… - Reliability Engineering & …, 2019 - Elsevier
Abstract As Cyber-Physical Systems (CPSs) are a class of systems advancing in a number
of safety-critical application areas, it is crucial to ensure that they operate without causing …

An attention-based stacked BiLSTM framework for predicting remaining useful life of rolling bearings

MS Rathore, SP Harsha - Applied Soft Computing, 2022 - Elsevier
Data-driven prognostic techniques have been widely implemented to accurately predicting
the remaining useful life (RUL) of high-speed bearings. Accurate RUL estimation attributes …

Constructing robust health indicators from complex engineered systems via anticausal learning

G Koutroulis, B Mutlu, R Kern - Engineering Applications of Artificial …, 2022 - Elsevier
In prognostics and health management (PHM), the task of constructing comprehensive
health indicators (HI) from huge amounts of condition monitoring data plays a crucial role …