A review on prognostics and health management (PHM) methods of lithium-ion batteries
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 …
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
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 …
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 …
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
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 …
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
Maintenance decisions in domains such as aeronautics are becoming increasingly
dependent on being able to predict the failure of components and systems. When data …
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 …
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
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 …
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
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 …
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 …
the remaining useful life (RUL) of high-speed bearings. Accurate RUL estimation attributes …
Constructing robust health indicators from complex engineered systems via anticausal learning
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 …
health indicators (HI) from huge amounts of condition monitoring data plays a crucial role …