A review of vibration-based gear wear monitoring and prediction techniques

K Feng, JC Ji, Q Ni, M Beer - Mechanical Systems and Signal Processing, 2023 - Elsevier
Gearbox plays a vital role in a wide range of mechanical power transmission systems in
many industrial applications, including wind turbines, vehicles, mining and material handling …

Construction of health indicators for condition monitoring of rotating machinery: A review of the research

H Zhou, X Huang, G Wen, Z Lei, S Dong… - Expert Systems with …, 2022 - Elsevier
The condition monitoring (CM) of rotating machinery (RM) is an essential operation for
improving the reliability of mechanical systems. For this purpose, an efficient CM method that …

Digital twin-driven intelligent assessment of gear surface degradation

K Feng, JC Ji, Y Zhang, Q Ni, Z Liu, M Beer - Mechanical Systems and …, 2023 - Elsevier
Gearbox has a compact structure, a stable transmission capability, and a high transmission
efficiency. Thus, it is widely applied as a power transmission system in various applications …

A novel vibration-based prognostic scheme for gear health management in surface wear progression of the intelligent manufacturing system

K Feng, JC Ji, Q Ni, Y Li, W Mao, L Liu - Wear, 2023 - Elsevier
Gearbox has a compact structure, a stable transmission capability, and high transmission
efficiency. Thus, it is widely applied and used as a critical transmission system in intelligent …

Machinery health prognostics: A systematic review from data acquisition to RUL prediction

Y Lei, N Li, L Guo, N Li, T Yan, J Lin - Mechanical systems and signal …, 2018 - Elsevier
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 …

A novel gear fatigue monitoring indicator and its application to remaining useful life prediction for spur gear in intelligent manufacturing systems

K Feng, JC Ji, Q Ni - International Journal of Fatigue, 2023 - Elsevier
With the material degradation of gear over its service lifespan, the gearbox is prone to
fatigue, especially under harsh working environments. The interaction between gear fatigue …

Vibration-based monitoring and prediction of surface profile change and pitting density in a spur gear wear process

K Feng, WA Smith, RB Randall, H Wu… - Mechanical Systems and …, 2022 - Elsevier
Gear wear often results in both tooth profile changes caused by abrasive wear, and fatigue
pitting. Being able to accurately monitor and predict the profile change (ie, the wear depth in …

Use of cyclostationary properties of vibration signals to identify gear wear mechanisms and track wear evolution

K Feng, WA Smith, P Borghesani, RB Randall… - … Systems and Signal …, 2021 - Elsevier
Fatigue pitting and abrasive wear are the most common wear mechanisms in lubricated
gears, and they have different effects on the gear transmission system. To develop effective …

A novel similarity-based status characterization methodology for gear surface wear propagation monitoring

K Feng, Q Ni, M Beer, H Du, C Li - Tribology International, 2022 - Elsevier
The gearbox is a vital component for rotating machinery and has been used in many critical
engineering applications. Surface wear is a common but inevitable phenomenon during the …

Gear fault models and dynamics-based modelling for gear fault detection–A review

OD Mohammed, M Rantatalo - Engineering Failure Analysis, 2020 - Elsevier
The main purpose of condition monitoring in gear systems is to facilitate condition-based
maintenance (CBM) by detecting the degradation of components, eg gear teeth, before the …