Non-stationary vibration data analysis using deep learning algorithms boosted by kernel density estimators

Tiago de Oliveira Nogueira, Gilderlânio Palacio, Paulo Cesar Cortez, Paulo Alexandre Costa Rocha, Teleinformatics Engineering Department, Technology Center, Federal University of Ceará, Mechanical Engineering Department, Technology Center, Federal University of Ceará

Journal of Vibration and Control

Published online on August 20, 2025

Abstract

Journal of Vibration and Control, Ahead of Print.
Wind turbines are essential for incorporating sustainable measures in energy production. Harmful effects caused by vibrations in turbine shafts and associated components can be mitigated or anticipated via spectral analysis of the non-stationary vibration ...