Detection of Weak Fault Signals in Power Grids Based on Single-Trap Resonance and Dissipative Chaotic Systems

被引:2
|
作者
Sun, Shuqin [1 ,2 ]
Qi, Xin [1 ,2 ]
Yuan, Zhenghai [1 ,2 ]
Tang, Xiaojun [3 ]
Li, Zaihua [3 ]
机构
[1] Jilin Univ, Coll Instrumentat & Elect Engn, Changchun 130061, Peoples R China
[2] Jilin Univ, Key Lab Geophys Explorat Equipment, Minist Educ, Changchun 130061, Peoples R China
[3] China Elect Power Res Inst, Beijing 100192, Peoples R China
基金
中国国家自然科学基金;
关键词
single-trap random resonance; Yang system; Chen system; cross-correlation coefficient; particle swarm arithmetic; STOCHASTIC RESONANCE; DUFFING OSCILLATOR; NOISE; VAN;
D O I
10.3390/electronics12183896
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Aiming to solve the problem that the performance of classical time-frequency domain signal detection methods is severely degraded in highly noisy environments, a single-trap approximate model of the stochastic resonance of bistable systems is studied in this paper. This method improves the defects of the classical bistable stochastic resonance model that cause it to be inapplicable during non-periodic signal detection. Combining this method with the particle swarm optimization algorithm based on an attenuation factor and cross-correlation detection technology, detection experiments determining the impulse voltage fluctuation signals, motor speed fluctuation signals and low-frequency oscillation signals of a power system are conducted. The results show that the single-trap resonance model has good phase matching performance and noise cancellation abilities. Furthermore, combining it with two kinds of dissipative chaotic systems, a comprehensive frequency and amplitude detection experiment was carried out for multiple harmonic aliasing signals. The results show that the single-trap resonance model can achieve error-free detection of each harmonic frequency and high-precision detection of each harmonic amplitude in highly noisy environments. The research results will provide new ideas for the detection of various types of weak fault signals in power systems.
引用
收藏
页数:26
相关论文
共 50 条
  • [31] Fiber-optics-based fault detection in power systems
    Law, Chiu T.
    Bhattarai, Kalu
    Yu, David C.
    IEEE TRANSACTIONS ON POWER DELIVERY, 2008, 23 (03) : 1271 - 1279
  • [32] Study on detection method of weak series DC fault arc in PV power generation systems
    Tang S.
    Diao X.
    Chen L.
    Zhang J.
    Yao F.
    Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument, 2021, 42 (03): : 150 - 160
  • [33] Research on Multi-frequency Weak Signals Detection Method Based on Bistable Vibrational Resonance
    Zhang Qing
    Sun Di
    Jiao Shang-bin
    Wang Yi
    Liu Ding
    Xie Guo
    2017 CHINESE AUTOMATION CONGRESS (CAC), 2017, : 714 - 719
  • [34] Multi frequency weak signals detection based on under- sampling bistable stochastic resonance
    Fang, Jiaqi
    JOURNAL OF VIBROENGINEERING, 2023, 25 (08) : 1642 - 1650
  • [35] A novel weak-fault detection technique for rolling element bearing based on vibrational resonance
    Xiao, Lei
    Zhang, Xinghui
    Lu, Siliang
    Xia, Tangbin
    Xi, Lifeng
    JOURNAL OF SOUND AND VIBRATION, 2019, 438 : 490 - 505
  • [36] A Machine Learning-Based Approach for Fault Detection in Power Systems
    Ilius, Pathan
    Almuhaini, Mohammad
    Javaid, Muhammad
    Abido, Mohammad
    ENGINEERING TECHNOLOGY & APPLIED SCIENCE RESEARCH, 2023, 13 (04) : 11216 - 11221
  • [37] A Fault Detection Method Based on Wavelet Theory for Satellite Power Systems
    Wang Dong
    Zhang Shaojie
    Shuang Weifang
    Wang Li
    Yin Jing
    Yuan Yuanming
    2015 27TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2015, : 2566 - 2570
  • [38] Observer-based fault detection and identification scheme for power systems
    Aldeen, M
    Crusca, F
    IEE PROCEEDINGS-GENERATION TRANSMISSION AND DISTRIBUTION, 2006, 153 (01) : 71 - 79
  • [39] An interior-angle analysis of power for fault detection in VSC-based HVDC-grids
    Pourmirasghariyan, Mirsajed
    Zarei, Seyed Fariborz
    Hamzeh, Mohsen
    Blaabjerg, Frede
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2024, 159
  • [40] Weak signals detection and single photon counting with ultraviolet SiC-based avalanche photodiodes
    Vertiatchikh, Alexei
    Sandvik, Peter
    Soloviev, Stanislav
    Cha, Ho-Young
    Fronheiser, Jody
    2007 IEEE LEOS ANNUAL MEETING CONFERENCE PROCEEDINGS, VOLS 1 AND 2, 2007, : 393 - 394