Power quality early warning based on anomaly detection

Journal of Electrical Engineering and Technology

Volumn 9, Issue 4, 2014, Pages 1171-1181

  Gu, Wei ^a   Bai, Jingjing ^a   Yuan, Xiaodong ^b   Zhang, Shuai ^a   Wang, Yuankai ^a  

^a SOUTHEAST UNIVERSITY   (China)

^b Jiangsu Electrical Power Research Institute   (China)

Author keywords

Anomaly detection; Early warning; Higher order statistics; Kurtosis; Power quality; Skewness

Indexed keywords

ELECTRIC POWER DISTRIBUTION; POWER QUALITY;

ABNORMAL DATA; ANOMALY DETECTION; EARLY WARNING; EARLY-WARNING INDICES; KURTOSIS; POWER SUPPLY; SKEWNESS; STEADY-STATE POWER;

HIGHER ORDER STATISTICS;

EID: 84902768276     PISSN: 19750102     EISSN: None     Source Type: Journal    
DOI: 10.5370/JEET.2014.9.4.1171     Document Type: Article

References (22)

1. A. McEachern, "Designing electronic devices to survive power-quality events," IEEE Industry Applications Magazine, vol. 6, no. 6, pp. 66-69, Nov- Dec.2000.
2. Z. Chen, E. Spooner, "Grid power quality with variable speed wind turbines," IEEE Transactions on Energy Conversion, vol. 16, no. 2, pp. 148-154, Jun. 2001.
3. M. Castilla, J. Miret, J. L. Sosa, et al, "Grid-fault control scheme for three-phase photovoltaic inverters with adjustable power quality characteristics," IEEE Transactions on Power Electronics, vol.25, no.12, pp. 2930-2940, Dec. 2012.
4. H. Lee, H. Lee, C. Lee, et al, "Energy storage application strategy on DC electric railroad system using a novel railroad analysis algorithm," Journal of Electrical Engineering & Technology, vol.5, no.2, pp. 228-238, Jun. 2010.
5. A. Kiyoumarsi, M. Ataei, R. Hooshmand, et al, "Electric arc furnace voltage flicker mitigation by applying a predictive method with closed loop control of the TCR/FC Compensator," Journal of Electrical Engineering & Technology, vol. 5, no. 1, pp. 116-128, May. 2010.
6. S. Mishra, C. N. Bhende, B. K. Panigrahi, "Detection and Classification of Power Quality Disturbances Using S-Transform and Probabilistic Neural Network," IEEE Transactions on Power Delivery, vol. 23, no. 1, pp. 280-287, Jan. 2008.
7. Y. Liao, J. B. Lee, "A fuzzy-expert system for classifying power quality disturbances," Electrical Power and Energy Systems, vol.26, pp.199-205, May. 2004.
8. C. H. Huang, C. H. Lin, C. L. Kuo, "Chaos Synchronization-Based Detector for Power-Quality Disturbances Classification in a Power System," IEEE Transactions on Power Delivery, vol. 26, no. 2, pp. 944-953, April. 2011.
9. C. H. Lin and C. H. Wang, "Adaptive wavelet networks for power quality detection and discrimination in a power system," IEEE Trans-actions on Power Delivery, vol. 21, no. 3, pp. 1106-1113, Jul. 2006.
10. W. G. Morsi, M. E. El-Hawary, "Power quality evaluation in smart grids considering modern distortion in electric power systems," Electric Power Systems Research, vol. 81, no. 5, pp. 1117-1123, May. 2011.
11. A. Salarvand, B. Mirzaeian, M. Moallem, "Obtaining a quantitative index for power quality evaluation in competitive electricity market," IET generation, transmission & distribution, vol. 4, no. 7, pp. 810-823, Jan. 2010.
12. D. Agrez, "Estimation of the Component Parameters for the Evaluation of the Power Quality Disturbances in the Frequency Domain," IEEE Instrumentation and Measurement Technology Conference, pp.1548-1553, May. 2008.
13. J. Lin, Y. Li, "Finding structural similarity in time series data using bag-of-patterns representation," Scientific and Statistical Database Management, vol. 5566, pp. 461-477, Jun. 2009.
14. B. W. Brook, C. J. A. Bradshaw, "Strength of evidence for density dependence in abundance time series of 1198 species," Ecology, vol. 87, no. 6, pp. 1445-1451, Jun. 2006.
15. M. Stellmes, A. Röder, T. Udelhoven, et al, "Mapping syndromes of land change in Spain with remote sensing time series, demographic and climatic data," Land Use Policy, vol. 30, no. 1, pp. 685-702, Jan. 2013
16. J. B. McDonald, J. Sorensen, P. A. Turley, "Skew-ness and kurtosis properties of income distribution models," Review of Income and Wealth, vol. 59, no. 2, pp.360-374, Jun. 2013.
17. D. N. Joanes, C. A. Gill, "Comparing measures of sample skewness and kurtosis," Journal of the Royal Statistical Society: Series D (The Statistician), vol. 47, no. 1, pp. 183-189, April. 1998.
18. J. S. Bai, S. Ng, "Tests for skewness, kurtosis, and normality for time series data," Journal of Business & Economic Statistics, vol. 23, no. 1, pp. 49-60, Jan. 2005.
19. D. P. Bernardon, M. Sperandio, V. J. Garcia, et al, "AHP decision-making algorithm to allocate remotely controlled switches in distribution networks," IEEE Transactions on Power Delivery, vol. 26, no. 3, pp. 1884-1892, Jul. 2011.
20. Y. Huang, S. Wang, "Multilevel thresholding methods for image segmentation with otsu based on QPSO," In Proc. CISP, 2008, pp. 701-705.
21. X. Yuan, J. Bai, W. Gu, et al, "One definition method for abnormal thresholds in steady-state power quality early warning," C.N. Patent, 201310656915.3, Dec. 9, 2013.
22. A. J. Von, B. Banerjee, "Assessment of voltage unbalance," IEEE Transactions on Power Delivery, vol. 16, no. 4, pp. 782-790, Oct. 2001.