Effects of multiscale noise tuning on stochastic resonance for weak signal detection

被引:190
作者
He, Qingbo [1 ]
Wang, Jun [1 ]
机构
[1] Univ Sci & Technol China, Dept Precis Machinery & Precis Instrumentat, Hefei 230026, Anhui, Peoples R China
基金
中国国家自然科学基金;
关键词
Weak signal detection; Stochastic resonance; Discrete wavelet transform; Multiscale noise tuning; COLORED NOISE; FAULT;
D O I
10.1016/j.dsp.2012.02.008
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
080906 [电磁信息功能材料与结构]; 082806 [农业信息与电气工程];
摘要
Noise enhanced signal detection via stochastic resonance (SR) is generally realized by white noise tuning with an optimal noise intensity. This paper explores a new mechanism of SR that is induced by the noise at multiple scales for enhanced detection of weak signals under heavy background noise. A strategy is proposed to realize the SR via multiscale noise tuning according to the property of 1/f noise. The presented new method combines the benefits of colored noise and parameter tuning to the SR phenomenon. Under the strategy, effects of noise intensity, analysis scale, and driving frequency on the SR are analyzed through numerical simulations. Three merits are displayed for the proposed multiscale noise-induced SR model: insensitivity to noise intensity, activity of multiple scale noise, and capability of detecting high frequency. A practical application to structural defect identification has confirmed the effectiveness of the proposed method in comparison with traditional methods. (C) 2012 Elsevier Inc. All rights reserved.
引用
收藏
页码:614 / 621
页数:8
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