Machine learning based anomaly detection and classification of acoustic emission events for wear monitoring in sliding bearing systems

F König, C Sous, AO Chaib, G Jacobs - Tribology International, 2021 - Elsevier
The present study aims at monitoring and classifying the multi-variant wear behavior of
sliding bearings. For this purpose, acoustic emission (AE) technique was applied to a test rig …

A review on gear scuffing studies: theories, experiments and design

T Chen, C Zhu, J Chen, H Liu - Tribology International, 2024 - Elsevier
Under high-temperature, high-speed, heavy-duty, and extreme lubrication operating
conditions, such as those found in gearboxes of aviation engines and electric vehicles, gear …

Experimental investigation of gear scuffing for various tooth surface treatments

T Chen, P Wei, C Zhu, P Zeng, D Li… - Tribology …, 2023 - Taylor & Francis
To explore the influence of surface quality on gear scuffing performance, an experimental
investigation is performed on gears treated with different surface techniques using an FZG …

The PVT limit for gear scuffing assessment

T Chen, C Zhu, H Liu, K Ma, W Zhang - Wear, 2024 - Elsevier
The growing interest in gear scuffing research primarily stems from the escalating standards
and operation requirements in aero-engines and electric vehicles, particularly under high …

Experimental and numerical study of the mixed lubrication considering boundary film strength

S Zhang, Z Yan, Z Liu, Y Jiang, H Sun, S Wu - Materials, 2023 - mdpi.com
For the influence of boundary film on the lubrication state of sliding friction pairs, a boundary
film strength model was proposed that can comprehensively reflect the influences of film …

The effect of annealing of milled carbon fibers on the mechanical and tribological properties of solid‐lubricant thermoplastic polyimide‐based composites

SV Panin, J Luo, VO Alexenko… - Polymer Engineering …, 2020 - Wiley Online Library
The mechanical and tribological properties of polyimide (PI)‐based composites loaded with
polytetrafluoroethylene (PTFE) and milled carbon fibers (MCF) in the as received and …

In situ observation of crystal grain orientation during scuffing process of steel surface using synchrotron X-ray diffraction

K Yagi, T Izumi, J Koyamachi, S Sanda, S Yamaguchi… - Tribology Letters, 2020 - Springer
Scuffing is a catastrophic failure that causes significant surface damages such as plastic flow
and welding with a marked increase in friction, wear, temperature and noise. In this study …

Temperature Rise in Frictional Sliding Contact of Elastic–Plastic Solids with Fractal Surface

SC Wang, Y Ding, Y Zhou, GF Wang - Tribology Letters, 2025 - Springer
Surface temperature rise during the sliding process significantly affects friction and wear,
which is crucial for the performance of mechanical systems. In this work, the finite element …

[HTML][HTML] Cumulative damage assessment of tribological durability limits

M Pusterhofer, F Summer, I Gódor, F Grün - Wear, 2020 - Elsevier
Durability limits mark the transition of a tribosystem from stable to unstable running
conditions, commonly known as seizure, scuffing or a mild-severe wear transition. Beside …

Methodological Approach in the Simulation of the Robustness Boundaries of Tribosystems under the Conditions of Boundary Lubrication

TMA Al-Quraan, F Alfaqs, IFS Alrefo, V Vojtov, A Voitov… - Lubricants, 2023 - mdpi.com
In the presented work, a methodical approach was developed for determining rational
operation modes of tribosystems, taking into account their design. This approach makes it …