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 …

Friction-induced vibration considering multiple types of nonlinearities

N Liu, H Ouyang - Nonlinear Dynamics, 2020 - Springer
The friction-induced vibration of a novel 5-DoF (degree-of-freedom) mass-on-oscillating-belt
model considering multiple types of nonlinearities is studied. The first type of nonlinearity in …

Evaluation of wear of disc brake friction linings and the variability of the friction coefficient on the basis of vibroacoustic signals

W Sawczuk, D Ulbrich, J Kowalczyk… - Sensors, 2021 - mdpi.com
The article presents the results of friction and vibroacoustic tests of a railway disc brake
carried out on a brake stand. The vibration signal generated by the friction linings provides …

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 …

bSTAB: an open-source software for computing the basin stability of multi-stable dynamical systems

M Stender, N Hoffmann - Nonlinear dynamics, 2022 - Springer
The pervasiveness of multi-stability in nonlinear dynamical systems calls for novel concepts
of stability and a consistent quantification of long-term behavior. The basin stability is a …

Machine learning-based state maps for complex dynamical systems: applications to friction-excited brake system vibrations

C Geier, S Hamdi, T Chancelier, P Dufrénoy… - Nonlinear …, 2023 - Springer
In this work, a purely data-driven approach to mapping out the state of a dynamical system
over a set of chosen parameters is presented and demonstrated along a case study using …

A new mechanism for friction-induced vibration and noise

F Chen, H Ouyang, X Wang - Friction, 2023 - Springer
For years, friction-induced vibration and noise (FIVN) has puzzled many researchers in
academia and industry. Several mechanisms have been proposed for explaining its …

A study of effect of various normal force loading forms on frictional stick-slip vibration

X Wang, R Wang, B Huang, J Mo… - Journal of Dynamics …, 2022 - ojs.istp-press.com
In this work, a comparative study is performed to investigate the influence of time-varying
normal forces on the friction properties and friction-induced stick-slip vibration (FIV) by …

Validation of a new frictional law for simulating friction-induced vibrations of rough surfaces

G Lacerra, M Di Bartolomeo, S Milana, L Baillet… - Tribology …, 2018 - Elsevier
Friction-induced vibrations are a complex phenomenon, arising when two surfaces undergo
relative sliding. During the last decades many studies on friction-induced vibrations have …