Virtual instrument of harmonics detection based on neural network adaptive filters

被引：0
作者：
Zheng, Xianfeng [1 ]
Fan, Zheng [2 ]
机构：
[1] Department of Electrical Engineering, Henan Mechanical and Electrical Engineering College, Henan
[2] Department of Automatic Control Engineering, Henan Mechanical and Electrical Engineering College, Henan
来源：
Telkomnika (Telecommunication Computing Electronics and Control) | 2015年 / 13卷 / 02期
关键词：
Harmonics detection; Neural network; Virtual instruments;
D O I：
10.12928/TELKOMNIKA.v13i2.1471
中图分类号：
学科分类号：
摘要：
This study investigated the adaptive detection principle based on a single artificial neuron, and constructed a method for detecting harmonics using the artificial neural network technique. Based on the established method, and by comprehensively processing the obtained harmonics data using the LabVIEW software-developing environment of the virtual instrument, the harmonic waves were detected and analyzed. Finally, the analysis of current ball crusher harmonics verified that the designed system was effective.
引用
收藏
页码：556 / 562
页数：6
相关论文
共 11 条
  • [1] Xu Z., Wakileh G.J., Power System Harmonics: Fundamentals, Analysis and Filter Design, (2003)
  • [2] Wakileh G.J., Harmonics and rotation machines, Electric Power Systems Research, 66, pp. 5-14, (2003)
  • [3] Kusumalatha Y., Obulesu Y.P., Unified Power Quality Conditioner for voltage sag and harmonic mitigation of nonlinear loads, TELKOMNIKA (Telecommunication Computing Electronics and Control), 1, 1, pp. 65-74, (2011)
  • [4] Soo H.C., Gilsoo J., Time-frequency analysis of power-quality disturbances via the Gabor-Wigner transform, IEEE Transactions on Power Delivery, 25, 1, pp. 494-499, (2009)
  • [5] Han Y., Xu L., Muhammad M.K., Robust deadbeat control scheme for a hybrid APF with resetting filter and Adaline-based harmonic estimation algorithm, IEEE Transactions on industrial electronics, 58, 9, pp. 3893-3902, (2011)
  • [6] Kusumalatha Y., Saibabu C., Harmonics Mitigation of Industrial Motor Drives with Active Power Filters in Cement Plant-A Case Study, TELKOMNIKA (Telecommunication Computing Electronics and Control), 2, 1, pp. 1-8, (2012)
  • [7] Kusljevic M.D., Simultaneous frequency and harmonic magnitude estimation using decoupled modules and multirate sampling, IEEE Transactions on Instrumentation and Measurement, 59, 4, pp. 954-962, (2010)
  • [8] Barros J., Diego R.I., Application of the wavelet-packet transform to the estimation of harmonic groups in current and voltage waveforms, IEEE Transactions on Power Delivery, 21, 1, pp. 533-535, (2006)
  • [9] Huang L., Wu S., Li X., Redueed-rank MDL method for source enumeration in high-resolution array Proeessing, IEEE Transactions on Signal Proeessing, 55, 22, pp. 5658-5667, (2007)
  • [10] Suresh M., Anup K.P., PI and fuzzy logic controller based 3-Phase 4-Wire shunt active filters for the mitigation of current harmonics with the id-iq control strategy, Journal of Power Electronics, 11, 6, pp. 914-921, (2011)
12