A review of vibration-based damage detection in civil structures: From traditional methods to Machine Learning and Deep Learning applications

O Avci, O Abdeljaber, S Kiranyaz, M Hussein… - Mechanical systems and …, 2021 - Elsevier
Monitoring structural damage is extremely important for sustaining and preserving the
service life of civil structures. While successful monitoring provides resolute and staunch …

[HTML][HTML] 1D convolutional neural networks and applications: A survey

S Kiranyaz, O Avci, O Abdeljaber, T Ince… - Mechanical systems and …, 2021 - Elsevier
During the last decade, Convolutional Neural Networks (CNNs) have become the de facto
standard for various Computer Vision and Machine Learning operations. CNNs are feed …

Latest developments in gear defect diagnosis and prognosis: A review

A Kumar, CP Gandhi, Y Zhou, R Kumar, J Xiang - Measurement, 2020 - Elsevier
Gears are an important component of industrial machinery and a breakdown of machinery
on account of the failure of gears could result in immense production loss. Timely monitoring …

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 …

Fault detection and severity identification of ball bearings by online condition monitoring

O Abdeljaber, S Sassi, O Avci… - IEEE Transactions …, 2018 - ieeexplore.ieee.org
This paper presents a fast, accurate, and simple systematic approach for online condition
monitoring and severity identification of ball bearings. This approach utilizes compact one …

Spur gear crack modelling and analysis under variable speed conditions using variational mode decomposition

A Patel, P Shakya - Mechanism and Machine Theory, 2021 - Elsevier
Cracks in gear are the most common mode of failure. The presence of cracks leads to a
reduction in the time-varying mesh stiffness and eventually affects the vibration properties of …

Analysis of vibration signals and detection for multiple tooth cracks in spur gearboxes

X Yang, D Wei, MJ Zuo, Z Tian - Mechanical Systems and Signal …, 2023 - Elsevier
Tooth crack diagnosis is important to ensure the reliability of gearboxes. However, most
reported studies on tooth crack diagnosis only involved the scenario of one tooth crack in a …

A one-dimensional convolutional neural network-based method for diagnosis of tooth root cracks in asymmetric spur gear pairs

OC Kalay, E Karpat, AE Dirik, F Karpat - Machines, 2023 - mdpi.com
Gears are fundamental components used to transmit power and motion in modern industry.
Their health condition monitoring is crucial to ensure reliable operations, prevent …

FEM and ANN approaches to wind turbine gearbox monitoring and diagnosis: a mini review

OI Owolabi, N Madushele, PA Adedeji… - Journal of Reliable …, 2023 - Springer
Condition monitoring (CM) of wind turbine gearbox is one of the key concerns for the reliable
operation of wind power generation. With the huge ongoing transition towards renewable …

Effects of tooth root cracks on vibration and dynamic transmission error responses of asymmetric gears: A comparative study

OC Kalay, O Doğan, C Yuce… - Mechanics Based Design …, 2024 - Taylor & Francis
Gears are significant machine elements used in various industrial applications. An
undetected fault in a gear transmission system may lead to a fatal breakdown and, thus …