Neural network based method for predicting nonlinear load harmonics

IEEE Transactions on Power Electronics

Volumn 22, Issue 3, 2007, Pages 1036-1045

  Mazumdar, Joy ^a   Harley, Ronald G ^b   Lambert, Frank C ^b   Venayagamoorthy, Ganesh K ^c  

^a Power Conversion Division   (United States)

^b GEORGIA INSTITUTE OF TECHNOLOGY   (United States)

^c University of Missouri Rolla   (United States)

Author keywords

Neural network; Point of common coupling (PCC)

Indexed keywords

COUPLED CIRCUITS; ELECTRIC ADMITTANCE; ELECTRIC LOADS; ELECTRIC UTILITIES; HARMONIC DISTORTION; NEURAL NETWORKS; POWER QUALITY;

MULTIPHASE LOADS; NONLINEAR LOAD; POINT OF COMMON COUPLING; WAVEFORM POLLUTION;

HARMONIC GENERATION;

EID: 34248647650     PISSN: 08858993     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPEL.2007.897109     Document Type: Article

References (22)

1. W. M. Grady, A. Mansoor, E. F. Fuchs, P. Verde, and M. Doyle, "Estimating the net harmonic currents produced by selected distributed single-phase loads: Computers, televisions, and incandescent light dimmers," in Proc. IEEE Power Eng. Soc. Winter Meeting, Jan. 2002, vol. 2, pp. 1090-1094.
2. IEEE Recommended Practices and Requirements for Harmonic Control in Electric Power Systems, IEEE Standard 519-1992, 1992.
3. M. McGranaghan, "Overview of the guide for applying harmonic limits on power systems - IEEE 519A," in Proc. IEEE Int. Conf. Harmonics Qual. Power, Oct. 1998, vol. 1, pp. 462-469.
4. Electromagnetic Compatibility (EMC)-Part 3: Limits-Section VI:ASsessment of Emission Limits for Distorting Loads in MV and HV Power Systems, IEC 1000-3-6,1996, 1996.
5. W. Xu, X. Liu, and Y. Liu, "An investigation on the validity of power-direction method for harmonic source determination," IEEE Trans. Power Delivery, vol. 18, no. 1, pp. 214-219, Jan. 2003.
6. Li Chun, W. Xu, and T. Tayjasanant, "A critical impedance based method for identifying harmonic sources," IEEE Trans. Power Delivery, vol. 19, no. 2, pp. 671-678, Apr. 2004.
7. J. Mazumdar, R. Harley, F. Lambert, and G. K. Venayagamoorthy, "Using a neural network to distinguish between the contributions to harmonic pollution of non-linear loads and the rest of the power system," in Proc. IEEE Power Electron. Spec. Conf. (PESC'05 , Recife, Brazil, Jun. 2005, pp. 366-371.
8. T. A. George and D. Bones, "Harmonic power flowdetermination using the fast fourier transform," IEEE Trans. Power Delivery, vol. 6, no. 2, pp. 530-535, Apr. 1991.
9. Y. Baghzouz and O. T. Tan, "Probabilistic modeling of power system harmonics," IEEE Trans. Ind. Appl., vol. IA-23, no. 1, pp. 173-180, Jan./Feb. 1987.
10. H. Mori and S. Suga, "Power system harmonics prediction with an artificial neural network," in Proc. IEEE Int. Symp. Circuits Syst. Jun. 1991, vol. 2, pp. 1129-1132.
11. M. Rukonuzzaman, A. A. M. Zin, H. Shaibon, and K. L. Lo, "An application of neural network in power system harmonic detection," in Proc. IEEE Int. Joint Conf. Neural Networks (IJCNN 1998), May 1998, vol. 1, pp. 74-78.
12. S. Osowski, "Neural network for estimation of harmonic components in a power system," Proc. Inst. Elect. Eng., vol. 139, no. 2, pp. 129-135, Mar. 1992.
13. W. W. L. Keerthipala, L. T. Chong, and T. C. Leong, "Artificial neural network model for analysis of power system harmonics," in Proc. IEEE Int. Conf. Neural Networks, Nov./Dec. 1995, vol. 2, pp. 905-910.
14. N. Pecharanin, H. Mitsui, and M. Sone, "Harmonic detection by using neural network," in Proc. IEEE Int. Conf. Neural Networks, Nov./Dec. 1995, vol. 2, pp. 923-926.
15. B. Burton and R. G. Harley, "Reducing the computational demands of continually online-trained artificial neural networks for system identification and control of fast processes," IEEE Trans. Ind. Appl., vol. 34, no. 3, pp. 589-596, May/Jun. 1998.
16. H. Simon, Neural networks - A comprehensive foundation, 2nd ed. Englewood Cliffs, NJ: Prentice Hall, 1998.
17. S. Lee and H. Song, "A new recurrent neural network architecture for visual pattern recognition," IEEE Trans. Neural Networks, vol. 8, no. 2, pp. 331-340, Mar. 1997.
18. E. B. Baum and D. Haussler, "What size net gives valid generalization?," in Proc. Neural Comput., 1989, vol. 1, no. 1, pp. 151-160.
19. L. Sainz, J. J. Mesas, and S. Herraiz, "" Study of harmonic cancellation between AC/DC converter currents," in Proc. Int. Conf. Harmon. Qual. Power (ICHQP'04), Sep. 2004, pp. 148-153.
20. P. Cheng, S. Bhattacharya, and D. Divan, "Experimental verification of dominant harmonic active filter for high power applications," IEEE Trans. Ind. Appl., vol. 36, no. 2, pp. 567-577, Mar./Apr. 2000.
21. F. Z. Peng, "Application issues of active power filters," IEEE Ind. Appl. Mag., vol. 4, no. 5, pp. 21-30, Sep./Oct. 1998.
22. L. Qian, D. Cartes, L. Hui, and S. K. Srivastava, "A reconfigurable induction motor drive with harmonic cancellation feature," in Proc. IEEE Elect. Ship Technol. Symp., Jul. 2005, pp. 93-98.