Signal Processing for the Condition-Based Maintenance of Rotating Machines via Vibration Analysis: A Tutorial
Omri Matania, Lior Bachar, Eric Bechhoefer, Jacob Bortman
Abstract
One of the common methods for implementing the condition-based maintenance of rotating machinery is vibration analysis. This tutorial describes some of the important signal processing methods existing in the field, which are based on a profound understanding of the component's physical behavior. Furthermore, this tutorial provides Python and MATLAB code examples to demonstrate these methods alongside explanatory videos. The goal of this article is to serve as a practical tutorial, enabling interested individuals with a background in signal processing to quickly learn the important principles of condition-based maintenance of rotating machinery using vibration analysis.
Topics & Concepts
Python (programming language)MATLABSignal processingVibrationComputer scienceComponent (thermodynamics)Field (mathematics)SIGNAL (programming language)Control engineeringDigital signal processingEngineeringComputer hardwareProgramming languageAcousticsPhysicsMathematicsPure mathematicsThermodynamicsMachine Fault Diagnosis TechniquesStructural Health Monitoring TechniquesHydraulic and Pneumatic Systems