Deep learning for brake squeal: Brake noise detection, characterization and prediction

M Stender, M Tiedemann, D Spieler… - … Systems and Signal …, 2021 - Elsevier
Despite significant advances in modeling of friction-induced vibrations and brake squeal, the
majority of industrial research and design is still conducted experimentally, since many …

Squeal propensity characterization of brake lining materials through friction noise measurements

A Lazzari, D Tonazzi, F Massi - Mechanical Systems and Signal Processing, 2019 - Elsevier
Disc brake systems are a technology widely adopted within the automotive and rail industry,
especially when high performance is needed. The interaction between the disc and the pads …

Impact analysis of contact symmetrical caliper structure on brake squeal

G Pan, X Zhang, P Liu, L Chen - Journal of Vibration and …, 2021 - journals.sagepub.com
The brake squeal of automobiles has become one of the most annoying issues for
passengers. Hence, it is essential to suppress the noise from the design stage of the braking …

Complex machine dynamics: systematic recurrence quantification analysis of disk brake vibration data

M Stender, S Oberst, M Tiedemann, N Hoffmann - Nonlinear Dynamics, 2019 - Springer
Complex machine dynamics, as caused by friction-induced vibrations and related to brake
squeal, have gained significant attention in research and industry for decades. Today …

Insights into instability of friction-induced vibration of multi-degree-of-freedom models

Z Li, H Ouyang, ZH Wei - Journal of Sound and Vibration, 2021 - Elsevier
This study addresses a fundamental problem of linear friction-induced vibration (FiV), the
intriguing role of dam** on the instability of FiV in the form of mode-coupling. Two well …

Revealing transitions in friction-excited vibrations by nonlinear time-series analysis

M Stender, M Di Bartolomeo, F Massi, N Hoffmann - Nonlinear dynamics, 2019 - Springer
We study the transitions in friction-induced vibrations (FIV) experimentally. The
measurement data stem from a highly sophisticated setup specifically designed to study FIV …

On the mechanisms, growth, amplitude and mitigation of brake squeal noise

PA Meehan, AC Leslie - Mechanical Systems and Signal Processing, 2021 - Elsevier
The occurrence, growth, limit cycle amplitude and mitigation of brake squeal noise are
investigated using a predictive analytical coupled modal model. The model is developed to …

Determining growth rates of instabilities from time-series vibration data: Methods and applications for brake squeal

M Stender, M Tiedemann, L Hoffmann… - Mechanical Systems and …, 2019 - Elsevier
In this work, a novel and generic methodology to derive instability growth rates from vibration
time-series data is introduced. Spectral filtering using Fourier and wavelet transforms is …

Analysis of complex modal instability of a minimal friction self-excited vibration system from multiscale fractal surface topography

W Pan, L Ling, H Qu, M Wang - European Journal of Mechanics-A/Solids, 2021 - Elsevier
In order to reveal the stability and nonlinear characteristics of the friction self-excited
vibration system from the perspective of microscopic multiscale fractal surface topography, a …

A method to improve the tribological performance of Cu-based powder metallurgy friction materials for the high-speed trains braking system: Enhancement of the …

J Zhang, Z **ang, Q Zhang, S Feng, Z Yu, X Wang… - Wear, 2025 - Elsevier
The tribological performance of Cu-based powder metallurgy (PM) friction materials,
commonly known as friction blocks, is vital for ensuring effective braking and ride comfort in …