A weak signal detection method based on adaptive parameter-induced tri-stable stochastic resonance

被引:32
|
作者
Wang Yi [1 ]
Jiao Shangbin [1 ]
Zhang Qing [1 ]
Lei Shuang [1 ]
Qiao Xiaoxue [1 ]
机构
[1] Xian Univ Technol, Shaanxi Key Lab Complex Syst Control & Intelligen, Xian 710048, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Tri-stable system; Parameters-induced stochastic resonance; Differential evolution particle swarm optimization; Multi-frequency weak signal detection; BISTABLE SYSTEM DRIVEN; FAULT-DIAGNOSIS; NOISE;
D O I
10.1016/j.cjph.2018.04.002
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Aiming at detecting the weak signal in a strong noise background, an enhanced weak signal detection method based on adaptive parameter-induced tri-stable stochastic resonance is proposed. Firstly, because the system can switch among the monostable, bistable and tri-stable state, the potential function characteristic of tri-stable systems is studied by analyzing the potential function curves with different system parameters. And the dynamic characteristics of system parameters on the depth of the potential well is analyzed. The ranges of R and the system parameters are determined, which is essential for ensuring the system is tri-stable state. Secondly, the range of R is used as the constraint condition and the average output signal-to-noise ratio is used as the fitness function of the adaptive algorithm. The system parameters a, b, c are optimized by the differential evolution particle swarm optimization (DEPSO) method to obtain the best output effect. Finally, the proposed adaptive parameter-induced tri-stable stochastic resonance method is adopted to detect the mixed multiple high-frequency weak signal. The detection results are compared with that of adaptive bistable stochastic resonance. At the meanwhile, the method is also applied to detect the fault signal of single crystal furnace. Both the simulation analysis and experiment results show that the proposed method can effectively improve the output signal-to-noise ratio and detect multi-frequency weak signal in the strong noise background.
引用
收藏
页码:1187 / 1198
页数:12
相关论文
共 50 条
  • [1] A Tri-Stable Stochastic Resonance Model and its Applying in Detection of Weak Signal
    Zhang, Haibin
    Kong, Fanrang
    Lu, Siliang
    He, Qingbo
    PROCEEDINGS OF THE 2013 FOURTH INTERNATIONAL CONFERENCE ON INTELLIGENT CONTROL AND INFORMATION PROCESSING (ICICIP), 2013, : 199 - 204
  • [2] Parameter-induced stochastic resonance in multi-frequency weak signal detection with α stable noise
    Jiao Shang-Bin
    Ren Chao
    Huang Wei-Chao
    Liang Yan-Ming
    ACTA PHYSICA SINICA, 2013, 62 (21)
  • [3] Parameter-Induced Stochastic Resonance of Weak Periodic Signal Excitation with α Stable Noise
    Zhang, Qing
    Kou, Jie
    Jiao, Shang-bin
    PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON MECHANICAL ENGINEERING AND CONTROL SYSTEMS (MECS2015), 2016, : 258 - 264
  • [4] Implication of two-coupled tri-stable stochastic resonance in weak signal detection
    李泉泉
    许雪梅
    尹林子
    丁一鹏
    丁家峰
    孙克辉
    Chinese Physics B, 2018, (03) : 264 - 270
  • [5] Implication of two-coupled tri-stable stochastic resonance in weak signal detection
    Li, Quan-Quan
    Xu, Xue-Mei
    Yin, Lin-Zi
    Ding, Yi-Peng
    Ding, Jia-Feng
    Sun, Ke-Hui
    CHINESE PHYSICS B, 2018, 27 (03)
  • [6] Parameter-induced stochastic resonance based on spectral entropy and its application to weak signal detection
    Zhang, Jinjing
    Zhang, Tao
    REVIEW OF SCIENTIFIC INSTRUMENTS, 2015, 86 (02):
  • [7] Weak signal enhancement and extraction based on hybrid resonant sparse decomposition and tri-stable stochastic resonance method
    Zhang, Cailiang
    Zhu, Ronghua
    Tu, Zhisheng
    Chen, Yong
    Liu, Hanqiu
    Dai, Chao
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2025, 224
  • [8] Weak fault feature extraction method based on compound tri-stable stochastic resonance
    Tang, Jiachen
    Shi, Boqiang
    Li, Zhixing
    Li, Yizhu
    CHINESE JOURNAL OF PHYSICS, 2020, 66 : 50 - 59
  • [9] Stochastic resonance induced weak signal enhancement in a second-order tri-stable system with single-parameter adjusting
    Zhang, Cailiang
    Lai, Zhihui
    Tu, Zhisheng
    Liu, Hanqiu
    Chen, Yong
    Zhu, Ronghua
    APPLIED ACOUSTICS, 2024, 216
  • [10] Parameter-induced stochastic resonance with a periodic signal
    Li Jian-Long
    Xu Bo-Hou
    CHINESE PHYSICS, 2006, 15 (12): : 2867 - 2871