Machinery health prognostics: A systematic review from data acquisition to RUL prediction
Machinery prognostics is one of the major tasks in condition based maintenance (CBM),
which aims to predict the remaining useful life (RUL) of machinery based on condition …
which aims to predict the remaining useful life (RUL) of machinery based on condition …
[HTML][HTML] Advances in Integrated System Health Management for mission-essential and safety-critical aerospace applications
Abstract Integrated System Health Management (ISHM) is a promising technology that fuses
sensor data and historical state-of-health information of components and subsystems to …
sensor data and historical state-of-health information of components and subsystems to …
[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 …
A review of machine learning methods applied to structural dynamics and vibroacoustic
Abstract The use of Machine Learning (ML) has rapidly spread across several fields of
applied sciences, having encountered many applications in Structural Dynamics and …
applied sciences, having encountered many applications in Structural Dynamics and …
A similarity-based prognostics approach for remaining useful life estimation of engineered systems
This paper presents a similarity-based approach for estimating the Remaining Useful Life
(RUL) in prognostics. The approach is especially suitable for situations in which abundant …
(RUL) in prognostics. The approach is especially suitable for situations in which abundant …
Metrics for offline evaluation of prognostic performance
Prognostic performance evaluation has gained significant attention in the past few years.*
Currently, prognostics concepts lack standard definitions and suffer from ambiguous and …
Currently, prognostics concepts lack standard definitions and suffer from ambiguous and …
State of health prediction of lithium-ion batteries: Multiscale logic regression and Gaussian process regression ensemble
J Yu - Reliability Engineering & System Safety, 2018 - Elsevier
State of health (SOH) prediction plays a vital role in battery health prognostics. It is important
to estimate the capacity of Lithium-ion battery for future cycle running. In this paper, a novel …
to estimate the capacity of Lithium-ion battery for future cycle running. In this paper, a novel …
A review on prognostics and health monitoring of proton exchange membrane fuel cell
Fuel cell technology can be traced back to 1839 when British scientist Sir William Grove
discovered that it was possible to generate electricity by the reaction between hydrogen and …
discovered that it was possible to generate electricity by the reaction between hydrogen and …
Capacity estimation of batteries: Influence of training dataset size and diversity on data driven prognostic models
Prognostics of batteries involve state estimation and remaining useful life (RUL) prediction.
Various data-driven approaches are being studied to achieve accurate RUL predictions and …
Various data-driven approaches are being studied to achieve accurate RUL predictions and …
Prognostics: a literature review
Integrated systems health management (ISHM) is an enabling technology used to preserve
safe and reliable operation of complex engineering systems. It also helps in reducing …
safe and reliable operation of complex engineering systems. It also helps in reducing …