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A Novel E-exponential Stochastic Resonance Model and Weak Signal Detection Method for Steel Wire Rope

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Steel wire rope (SWR) can be frequently damaged by various factors. Although weak defect signal detection is the key to guarantee safety, current classic stochastic resonance (SR) models and methods… Click to show full abstract

Steel wire rope (SWR) can be frequently damaged by various factors. Although weak defect signal detection is the key to guarantee safety, current classic stochastic resonance (SR) models and methods are unavailable due to the complicated interference of noise. Thus, a novel E-exponential SR model and weak signal detection method are proposed in this paper. The principle of this model is first introduced from the perspective of Taylor expansion and nonlinear system analysis. Then, the model performance is simulated and evaluated by output signal analysis and chaos characterizations. Afterwards, model comparison with different system parameters, experiments and case studies regarding three typical wire rope defects inspection and weak signal recognition are conducted to demonstrate the validity of the novel method. Finally, the advantages and limitations of the proposed SR model are discussed.

Keywords: wire rope; model; weak signal; signal detection

Journal Title: IEEE Transactions on Industrial Electronics
Year Published: 2021

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