Self-organizing classification and identification of miscellaneous electric loads

IEEE Power and Energy Society General Meeting

Volumn , Issue , 2012, Pages

  Du, L ^a   He, D ^a   Yang, Y ^b   Restrepo, J A ^c   Lu, B ^b   Harley, R G ^a   Habetler, T G ^a  

^a GEORGIA INSTITUTE OF TECHNOLOGY   (United States)

^b EATON CORPORATION   (United States)

^c UNIVERSIDAD SIMÓN BOLÍVAR   (Venezuela)

Author keywords

classification; High energy efficiency buildings; load identification; Self Organizing Map

Indexed keywords

ELECTRICITY-CONSUMPTION; HIGH ENERGY EFFICIENCY; INTELLIGENT CLASSIFICATION; LOAD IDENTIFICATION; SELF ORGANIZING; SELF-ORGANIZING CLASSIFICATION;

CLASSIFICATION (OF INFORMATION); CONFORMAL MAPPING; ENERGY EFFICIENCY; ENERGY UTILIZATION; ENVIRONMENTAL IMPACT;

ELECTRIC LOADS;

EID: 84870600841     PISSN: 19449925     EISSN: 19449933     Source Type: Conference Proceeding    
DOI: 10.1109/PESGM.2012.6343927     Document Type: Conference Paper

References (15)

1. "Annual Energy Review 2009," Energy Information Administration, U.S. Department of Energy, Washington DC, DOC/EIA-0384(2009), 2010.
2. "Annual Energy Outlook 2010: With Projections to 2035," Energy Information Administration, U.S. Department of Energy, Washington DC, DOC/EIA-0383(2010), 2010.
3. G. W. Hart, E. C. Kern, and F. C. Schweppe, "Non-intrusive appliance monitor apparatus," U.S. Patent 4 858 141, Aug. 15, 1989.
4. Y. Du, L. Du, B. Lu, R. G. Harley, and T. G. Habetler, "A review of identification and monitoring methods for electric loads in commercial and residential buildings," in Proc. 2010 IEEE Energy Conversion Conf. and Expo., Atlanta, GA, 2010, pp. 4527-4533.
5. G. W. Hart, "Nonintrusive appliance load monitoring," Proceedings of the IEEE, vol. 80, pp. 1870-1891, 1992.
6. L. K. Norford and S. B. Leeb, "Non-intrusive electrical load monitoring in commercial buildings based on steady-state and transient loaddetection algorithms," Energy and Buildings, vol. 24, pp. 54-61, 1996.
7. S. Drenker and A. Kader, "Nonintrusive monitoring of electric loads," Computer Applications in Power, IEEE, vol. 12, pp. 47-51, 1999.
8. A. Cole and A. Albicki, "Nonintrusive identification of electrical loads in a three-phase environment based on harmonic content," in Proc. 17th IEEE Instrumentation and Measurement Technology Conf. , 2000, pp. 24-29.
9. F. Sultanem, "Using appliance signatures for monitoring residential loads at meter panel level," IEEE Trans. Power Delivery, vol. 6, pp. 1380-1385, 1991.
10. L. Jian, S. Ng, G. Kendall, and J. Cheng, "Load Signature Study-Part I: Basic Concept, Structure, and Methodology," IEEE Trans. Power Delivery, vol. 25, pp. 551-560, 2010.
11. C. Laughman, K. Lee, R. Cox, S. Shaw, S. Leeb, L. Norford, and P. Armstrong, "Power signature analysis," IEEE Power and Energy Magazine, vol. 2, pp. 56-63, 2003.
12. T. Kohonen, Self-Organising Maps, 3rd ed.: Springer, 2001. ISBN: 978-3540679219.
13. E. Alhoniemi, J. Himberg, J. Parhankangas, and J. Vesanto. (2005). SOM Toolbox for Matlab. Available: http://www.cis.hut.fi/somtoolbox/
14. A. Ultsch and H. P. Siemon, "Exploratory Data Analysis: Using Kohonen Networks on Transputers," Technical Report 329, Univ. of Dortmund, Dortmund, Germany.December 1989.
15. M. A. Kraaijveld, J. Mao, and A. K. Jain, "A nonlinear projection method based on Kohonen's topology preserving maps," IEEE Trans. Neural Networks, vol. 6, pp. 548-559, 1995.