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.
| Original language | English |
|---|---|
| Article number | 110536 |
| Journal | Chaos, Solitons and Fractals |
| Volume | 142 |
| DOIs | |
| State | Published - Jan 2021 |
Keywords
- Chaotic resonance
- Fractional-order Duffing oscillator
- Mechanical fault diagnosis
- Weak signal detection
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