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Chaotic resonance in a fractional-order oscillator system with application to mechanical fault diagnosis
- Source :
- Chaos, Solitons & Fractals. 142:110536
- Publication Year :
- 2021
- Publisher :
- Elsevier BV, 2021.
-
Abstract
- This paper is to generalize the research on chaotic resonance (CR) towards fractional-order chaotic systems and then develop a new technique for detecting weak signals embedded in strong background noise. For illustration, a fractional-order Duffing oscillator system is evaluated by means of bifurcation analysis, revealing the phenomenon of chaotic resonance, with the optimal driving amplitude falling within a chaotic interval. It is found that the weak signal can be amplified by the intrinsic fluctuations in the chaotic system instead of stochastic noise. Based on this investigation, a novel weak signal detection method is developed and successfully applied to mechanical fault diagnosis without the need of signal preprocessing. Extensive numerical results show that the signal-to-noise ratio of the incipient fault signal of machinery can be greatly improved.
- Subjects :
- Computer science
Noise (signal processing)
General Mathematics
Applied Mathematics
Chaotic
General Physics and Astronomy
Duffing equation
Resonance
Statistical and Nonlinear Physics
Fault (power engineering)
01 natural sciences
Signal
010305 fluids & plasmas
Nonlinear Sciences::Chaotic Dynamics
Background noise
Amplitude
Control theory
0103 physical sciences
010301 acoustics
Subjects
Details
- ISSN :
- 09600779
- Volume :
- 142
- Database :
- OpenAIRE
- Journal :
- Chaos, Solitons & Fractals
- Accession number :
- edsair.doi...........22de901365ff1c88f220ab23923a6637
- Full Text :
- https://doi.org/10.1016/j.chaos.2020.110536