Zero-Shot Motor Health Monitoring by Blind Domain Transition

1 code implementation • 12 Dec 2022 • Serkan Kiranyaz, Ozer Can Devecioglu, Amir Alhams, Sadok Sassi, Turker Ince, Osama Abdeljaber, Onur Avci, Moncef Gabbouj

To address this need, in this pilot study, we propose a zero-shot bearing fault detection method that can detect any fault on a new (target) machine regardless of the working conditions, sensor parameters, or fault characteristics.

Fault Detection Generative Adversarial Network

A Review of Vibration-Based Damage Detection in Civil Structures: From Traditional Methods to Machine Learning and Deep Learning Applications

no code implementations • 9 Apr 2020 • Onur Avci, Osama Abdeljaber, Serkan Kiranyaz, Mohammed Hussein, Moncef Gabbouj, Daniel J. Inman

Monitoring structural damage is extremely important for sustaining and preserving the service life of civil structures.

1D Convolutional Neural Networks and Applications: A Survey

no code implementations • 9 May 2019 • Serkan Kiranyaz, Onur Avci, Osama Abdeljaber, Turker Ince, Moncef Gabbouj, Daniel J. Inman

During the last decade, Convolutional Neural Networks (CNNs) have become the de facto standard for various Computer Vision and Machine Learning operations.

Anomaly Detection Fault Detection