Adaptive wavelet neural network based harmonic estimation of single-phase systems

Proceedings of the 2011 International Conference and Utility Exhibition on Power and Energy Systems: Issues and Prospects for Asia, ICUE 2011

Volumn , Issue , 2012, Pages

  Jain, Sachin K ^a   Saxena, D ^b   Singh, S N ^a  

^a INDIAN INSTITUTE OF TECHNOLOGY KANPUR   (India)

^b Invertis Group of Institutions   (India)

Author keywords

Artificial intelligence; AWNN; neural network; nonlinear load; power quality; total harmonic distortion

Indexed keywords

ADAPTIVE WAVELET NEURAL NETWORK; AWNN; CONTROL RELATED PROBLEMS; NONLINEAR LOAD; SINGLE PHASE SYSTEM; SINGLE-PHASE SYSTEMS; TOTAL HARMONIC DISTORTION (THD); ZERO-CROSSING DETECTION;

ARTIFICIAL INTELLIGENCE; ESTIMATION; EXHIBITIONS; NEURAL NETWORKS; POLLUTION CONTROL; POLLUTION DETECTION; POWER QUALITY;

HARMONIC ANALYSIS;

EID: 84876866100     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICUEPES.2011.6497764     Document Type: Conference Paper

References (34)

1. V.E. Wagner et al., "Effects of harmonics on equipment," IEEE Trans. Power Del., vol. 8, no. 2, pp. 672-680, 1993.
2. R. Yacamini, "Power system harmonics: Part 3. Problems caused by distorted supplies," Power Engineering Journal, vol. 9, no. 5, pp. 233- 238, 1995.
3. J. Arrilliaga and N. R. Watson, Power System Harmonics.: John Wiley & Sons, 2003.
4. IEEE GUide for Harmonic Control and Reactive Compensation of Static Power Converters, ANSIIIEEE Std. 519-1981, 1981.
5. IEEE Recommended Practices and Requirements for Harmonic Control in Electrical Power Systems, IEEE Std. 519-1992, 1992.
6. Lim its for Harmonic Current Emissions (Equipment Input Current Less than A Per Phase), IEC Std. 61000-3-2, 2005.
7. Limitation of Emission of Harmonic Currents in Low-Voltage Power Supply Systems for Equipment with Rated Current Greater than i 6 A, IEC Std. 61000-3-4, 1998.
8. Testing and Measurement Techniques-General Guide on Harmonics and Interharmonics Measurements and instrumentation, for Power Supply Systems and Equipment Connected Thereto, IEC Std. 61000-4-7, 2002.
9. Math H. J. and Irene Yu-Hua Gu, Signal Processing of Power Quality Disturbances.: A John Wiley & Sons, 2006.
10. Sachin K. Jain and S. N. Singh, "Hannonics Estimation in Emerging Power System: Key Issues and Challenges," Electr. Power Syst. Res., vo1.81, pp. 1754-1766,2011.
11. Gary W. Chang and Cheng-I Chen, "Measurement techniques for stationary and time-varying harmonics," in Proc. IEEE Power and Energy Society General Meeting, 2010, pp. 1-5.
12. L. Eren, M. Unal, and MJ. Devaney, "Harmonic analysis via wavelet packet decomposition using special elliptic half-band filters," IEEE Trans. instrum. Meas., vol. 56, no. 6, pp. 2289-2293, 2007.
13. J. Barros and R.l. Diego, "Analysis of harmonics in power systems using the wavelet-packet transform," IEEE Trans. instrum. Meas., vol. 57, no. 1, pp. 63-69, 2008.
14. Shi Zhang, Qun Wang, and Ruirui Liu, "Power system hannonic analysis based on improved Hilbert-Huang Transform," in Proc. into Coif. on Electronic Measurement Instruments, 2009, pp. 343-347.
15. Jianming Yu and Liang Yang, "Analysis of hannonic and interharmonic based on Hilbert-Huang Transform," in Proc. Int. Con! on Computational intelligence and Software Engineering, 2009, pp. 1-4.
16. Z. Leonowicz, T. Lobos, and J. Rezmer, "Advanced spectrum estimation methods for signal analysis in power electronics," IEEE Trans. ind. Electron., vol. 50, no. 3, pp. 514-519,2003.
17. Ahmet S. Yilmaz, Ahmet Alkan, and Musa H. Asyali, "Applications of parametric spectral estimation methods on detection of power system hannonics," Electr. Power Syst. Res., vol. 78, no. 4, pp. 683-693, 2008.
18. Cai Tao, Duan Shanxu, Ren Ting, and Liu Fangrui, "A robust parametric method for power hannonic estimation based on Mestimators," Measurement, vol. 43, no. I, pp. 67-77,2010.
19. M. Moghadasian, H. Mokhtari, and A. Baladi, "Power system harmonic state estimation using WLS and SVD; A practical Approach," in Proc. 14th into Coif. on Harmonics and Quality of Power, 2010, pp. 1-7.
20. G.W. Chang and Cheng-I Chen, "An accurate time-domain procedure for harmonics and interharmonics detection," IEEE Trans. Power Del., vol. 25, no. 3, pp. 1787-1795,2010.
21. I.Y.-H. Gu and M.HJ. Bollen, "Estimating interharmonics by using sliding-window ESPRIT," IEEE Trans. Power Del., vol. 23, no. 1, pp. 13-23,2008.
22. Hsiung Cheng Lin, "Intelligent neural network-based fast power system hannonic detection," IEEE Trans. ind. Electron., vol. 54, no. 1, pp. 43- 52,2007.
23. G.W. Chang, Cheng-I Chen, and Yu-Feng Teng, "Radial-bas isfunction- based neural network for harmonic detection," IEEE Trans. Ind. Electron., vol. 57, no. 6, pp. 2171-2179,2010.
24. Arghya Sarkar, S. Roy Choudhury, and S. Sengupta, "A selfsynchronized ADALINE network for on-line tracking of power system hannonics," Measurement, vol. 44, no. 4, pp. 784-790, 2011.
25. G.W. Chang, Cheng-I Chen, and Quan-Wei Liang, "A two-stage ADALINE for hannonics and interhannonics measurement," IEEE Trans. ind. Electron., vol. 56, no. 6, pp. 2220-2228, 2009.
26. C.l. Chen, G.W. Chang, R.C. Hong, and H.M. Li, "Extended real model of Kalman filter for time-varying harmonics estimation," IEEE Trans. Power Del., vol. 25, no. I, pp. 17-26,2010.
27. Neslihan Kose, Qzgiil Salor, and Kemal Leblebicioglu, "Interhannonics analysis of power signals with fundamental frequency deviation using Kalman filtering," Electr. Power Syst. Res., vol. 80, no. 9, pp. 1145- 1153,2010.
28. Q. Zhang and A. Benveniste, "Wavelet networks," IEEE Trans. Neural Netw., vol. 3, no. 6, pp. 889-898, 1992.
29. T. Jain, S.N. Singh, and S.C. Srivastava, "Adaptive wavelet neural network-based fast dynamic available transfer capability determination," IETGener. Transm. Distrib. J., vol. 4, no. 4, pp. 519-529,2010.
30. Zhuosheng Zhang, Guizhong Liu, and Feng Liu, "Construction of a new adaptive wavelet network and its learning algorithm," Science in China, Series F: lriformation Sciences, vol. 44, pp. 93-103, 2001, 10. 1007/BF0271 3968.
31. N.M. Pindoriya, S.N. Singh, and S.K. Singh, "An adaptive wavelet neural network-based energy price forecasting in electricity markets," IEEE Trans. Power Syst., vol. 23, no. 3, pp. 1423-1432,2008.
32. Simon Haykin, Neural Network- A Comprehensive Foundation.: Prentice Hall International, 1999.
33. K.C. Umeh, A. Mohamed, and R. Mohamed, "Determining harmonic characteristics of typical single phase non-linear loads," in Proc. Student Coriference on Research and Development, 2003, pp. 413-419.
34. Jing Yong, Liang Chen, and Shuangyan Chen, "Modeling of Home Appliances for Power Distribution System Harmonic Analysis," IEEE Trans. Power Del., vol. 25, no. 4, pp. 3147-3155,2010.