Detection and classification of power quality disturbances using sparse signal decomposition on hybrid dictionaries

IEEE Transactions on Instrumentation and Measurement

Volumn 64, Issue 1, 2015, Pages 27-38

  Manikandan, M Sabarimalai ^a   Samantaray, S R ^a   Kamwa, Innocent ^b  

^a INDIAN INSTITUTE OF TECHNOLOGY BHUBANESWAR   (India)

^b HYDRO QUÉBEC   (Canada)

Author keywords

Compressed sensing; disturbance classification; overcomplete dictionary; power quality (PQ) signal analysis; power system monitoring; sparse representation

Indexed keywords

COMPRESSED SENSING; DATA MINING; DECISION TREES; MATHEMATICAL TRANSFORMATIONS; POWER QUALITY; SIGNAL DISTORTION; SIGNAL PROCESSING; SIGNAL RECONSTRUCTION; TREES (MATHEMATICS);

DISTURBANCE CLASSIFICATION; GABOR-WIGNER TRANSFORMS; HIERARCHICAL DECISIONS; MORPHOLOGICAL FEATURES; OVER-COMPLETE DICTIONARIES; POWER QUALITY DISTURBANCES; POWER SYSTEM MONITORING; SPARSE REPRESENTATION;

SIGNAL DETECTION;

EID: 84918582419     PISSN: 00189456     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIM.2014.2330493     Document Type: Article

References (25)

1. IEEE Recommended Practice For Monitoring Electric Power Quality, IEEE Standard 1159-2009, 2009.
2. M. Valtierra-Rodriguez, R. D. J. Romero-Troncoso, R. A. Osornio-Rios, and A. Garcia-Perez, "Detection and classification of single and combined power quality disturbances using neural networks," IEEE Trans. Ind. Electron., vol. 61, no. 5, pp. 2473-2482, May 2014.
3. P. K. Dash and M. Biswal, "Measurement and classification of simultaneous power signal patterns with an S-transform variant and fuzzy decision tree," IEEE Trans. Ind. Inf., vol. 9, no. 4, pp. 1819-1827, Nov. 2013.
4. S. He, K. Li, and M. Zhang, "A real-time power quality disturbances classification using hybrid method based on S-transform and dynamics," IEEE Trans. Instrum. Meas., vol. 62, no. 9, pp. 2465-2475, Dec. 2013.
5. N. C. F. Tse, J. Y. C. Chan, W.-H. Lau, and L. L. Lai, "Hybrid wavelet and Hilbert transform with frequency-shifting decomposition for power quality analysis," IEEE Trans. Instrum. Meas., vol. 61, no. 12, pp. 3225-3233, Dec. 2012.
6. C.-C. Liao, H.-T. Yang, and H.-H. Chang, "Denoising techniques with a spatial noise-suppression method for wavelet-based power quality monitoring," IEEE Trans. Instrum. Meas., vol. 60, no. 6, pp. 1986-1996, Jun. 2011.
7. S.-H. Cho, G. Jang, and S.-H. Kwon, "Time-frequency analysis of power-quality disturbances via the Gabor-Wigner transform," IEEE Trans. Power Del., vol. 25, no. 1, pp. 494-499, Jan. 2010.
8. T. Radil, P. M. Ramos, F. M. Janeiro, and A. C. Serra, "PQ monitoring system for real-time detection and classification of disturbances in a single-phase power system," IEEE Trans. Instrum. Meas., vol. 57, no. 8, pp. 1725-1733, Aug. 2008.
9. D. Gallo, C. Landi, and M. Luiso, "Accuracy analysis of algorithms adopted in voltage dip measurements," IEEE Trans. Instrum. Meas., vol. 59, no. 10, pp. 2652-2659, Oct. 2010.
10. J. Barros and R. I. Diego, "Analysis of harmonics in power systems using the wavelet-packet transform," IEEE Trans. Instrum. Meas., vol. 57, no. 1, pp. 63-69, Jan. 2008.
11. J. Barros and E. Perez, "Automatic detection and analysis of voltage events in power systems," IEEE Trans. Instrum. Meas., vol. 55, no. 5, pp. 1487-1493, Oct. 2006.
12. L. Peretto, M. Artioli, G. Pasini, and R. Sasdelli, "Performance analysis and optimization of a robust algorithm for voltage transients detection," IEEE Trans. Instrum. Meas., vol. 55, no. 6, pp. 2244-2252, Dec. 2006.
13. D. G. Ece and O. N. Gerek, "Power quality event detection using joint 2-D-wavelet subspaces," IEEE Trans. Instrum. Meas., vol. 53, no. 4, pp. 1040-1046, Aug. 2004.
14. J. L. J. Driesen and R. J. M. Belmans, "Wavelet-based power quantification approaches," IEEE Trans. Instrum. Meas., vol. 52, no. 4, pp. 1232-1238, Aug. 2003.
15. M. A. S. Masoum, S. Jamali, and N. Ghaffarzadeh, "Detection and classification of power quality disturbances using discrete wavelet transform and wavelet networks," IET Sci. Meas. Technol., vol. 4, no. 4, pp. 193-205, Jul. 2010.
16. U. D. Dwivedi and S. N. Singh, "Enhanced detection of power-quality events using intra and interscale dependencies of wavelet coefficients," IEEE Trans. Power Del., vol. 25, no. 1, pp. 358-366, Jan. 2010.
17. P. K. Dash, B. K. Panigrahi, and G. Panda, "Power quality analysis using S-transform," IEEE Trans. Power Del., vol. 18, no. 2, pp. 406-411, Apr. 2003.
18. D. Granados-Lieberman, R. J. Romero-Troncoso, R. A. Osornio-Rios, A. Garcia-Perez, and E. Cabal-Yepez, "Techniques and methodologies for power quality analysis and disturbances classification in power systems: A review," IET Generat., Transmiss. Distrib., vol. 5, no. 4, pp. 519-529, Apr. 2011.
19. S. Kar and S. R. Samantaray, "Time-frequency transform-based differential scheme for microgrid protection," IET Generat., Transmiss. Distrib., vol. 8, no. 2, pp. 310-320, Feb. 2014.
20. P. K. Ray, N. Kishor, and S. R. Mohanty, "Islanding and power quality disturbance detection in grid-connected hybrid power system using wavelet and S-transform," IEEE Trans. Smart Grid, vol. 3, no. 3, pp. 1082-1094, Sep. 2012.
21. P. Kathirvel, M. S. Manikandan, P. Maya, and K. P. Soman, "Detection of power quality disturbances with overcomplete dictionary matrix and ℓ1-norm minimization," in Proc. Int. Conf. Power Energy Syst. (ICPS), Dec. 2011, pp. 1-6.
22. M. Aharon, M. Elad, and A. Bruckstein, "K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation," IEEE Trans. Signal Process., vol. 54, no. 11, pp. 4311-4322, Nov. 2006.
23. E. J. Candes, J. Romberg, and T. Tao, "Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information," IEEE Trans. Inf. Theory, vol. 52, no. 2, pp. 489-509, Feb. 2006.
24. 1-norm minimization," Proc. Nat. Acad. Sci., vol. 100, no. 5, pp. 2197-3002, 2002.
25. S. S. Chen, D. L. Donoho, and M. A. Saunders, "Atomic decomposition by basis pursuit," SIAM J. Sci. Comput., vol. 20, no. 1, pp. 33-61, 1998.