Load recognition for different loads with the same real power and reactive power in a non-intrusive load-monitoring system

Proceedings of the 2008 12th International Conference on Computer Supported Cooperative Work in Design, CSCWD

Volumn 2, Issue , 2008, Pages 1122-1127

  Chang, Hsueh Hsien ^a,b,c   Lin, Ching Lung ^a,b,c   Yang, Hong Tzer ^a,b,c  

^a Jin Wen University of Science and Technology   (Taiwan)

^b MINGHSIN UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Taiwan)

^c NATIONAL CHENG KUNG UNIVERSITY   (Taiwan)

Author keywords

Electromagnetic transient program; Load recognition; Neural network; Non intrusive load monitoring

Indexed keywords

ARTIFICIAL INTELLIGENCE; COMPUTER NETWORKS; ELECTRIC SURGES; ELECTRONIC EQUIPMENT TESTING; GROUPWARE; INTERACTIVE COMPUTER SYSTEMS; NEURAL NETWORKS;

ELECTROMAGNETIC TRANSIENT PROGRAM; LOAD RECOGNITION; NEURAL NETWORK; NON-INTRUSIVE LOAD MONITORING;

ELECTRIC POWER FACTOR;

EID: 51049085160     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CSCWD.2008.4537137     Document Type: Conference Paper

References (15)

1. G. W. Hart, "Nonintrusive appliance load monitoring," in Proc. 1992 IEEE Conf., vol. 80, pp. 1870-1891.
2. J. G. Roos, I. E. Lane, E. C. Botha, and G. P. Hanche, "Using Neural networks for non-intrusive monitoring of industrial electrical loads," in Proc. 1994 IEEE Instrumentation and Measurement Technology Conf., pp. 1115-1118.
3. H. T. Yang, H. H. Chang, C. L. Lin, "Design a Neural Network for Features Selection in Non-intrusive Monitoring of Industrial Electrical Loads," Computer Supported Cooperative Work in Design, 11th International Conference on CSCWD 2007, pp. 1022-1027, 26-28 April 2007.
4. K. D. Lee, S. B. Leeb, L. K. Norford, P. R. Armstrong, J. Holloway, S. R. Shaw, "Estimation of variable-speed-drive power consumption from harmonic content," IEEE Trans. Energy Conversion, vol. 20, No. 3, pp. 566-574, 2005.
5. C. Laughman, K. Lee, R. Cox, S. Shaw, S. B. Leeb, L. Norford, and P. Armstrong, "Power Signature Analysis," IEEE Power & Energy Magazine, pp. 56-63, March/April 2003.
6. U. A. Khan, S. B. Leeb, and M. C. Lee, "A multiprocessor for transient event detection," IEEE Trans. Power Delivery, vol. 12, No. 1, pp. 51-60, January 1997.
7. L. K. Norford, S. B. Leeb, "Non-intrusive electrical load monitoring in commercial buildings based on steady-state and transient load-detection algorithm," Energy and Buildings, 24, pp. 51-64, 1996.
8. S. B. Leeb, S. R. Shaw, and J. L. Kirtly, Jr., "Transient event detection in spectral envelop estimates for nonintrusive load monitoring," IEEE Trans. Power Delivery, vol. 10, No. 3, pp. 1200-10, July 1995.
9. D. Srinivasan, W. S. Ng, A. C. Liew, "Neural-network-based signature recognition for harmonic source identification," IEEE Trans. Power Delivery, vol. 21, No. 1, pp. 398-405, 2006.
10. M. Baranski, J. Voss, "Genetic algorithm for pattern detection in NIALM systems," IEEE international conference on Syst Man Cy., pp. 3462-3468, 2004.
11. D. C. Robertson, O. I. Camps, J. S. Mayer, and W. B. Gish, "Wavelets and electromagnetic power system transients," IEEE Trans. Power Delivery, vol. 11, No. 2, pp. 1050-1057, April 1996.
12. A. I. Cole, A. Albicki, "Nonintrusive identification of electrical loads in a three-phase environment based on harmonic content," In Proc. IEEE Instrumentation and Measurement Technology Conf., pp. 24-29, 2000.
13. M. L. Marceau, R. Zmeureanu., "Nonintrusive load disaggregation computer program to estimate the energy consumption of major end users in residential buildings," Energy Conversion and Management, 41, pp.1389-1403, 2000.
14. F. Sultanem, "Using appliance signatures for monitoring residential loads at meter panel level," IEEE Trans. Power Delivery, vol. 6, No. 4, pp. 1380-1385, Oct. 1991.
15. R. P. Lippmann, "Pattern Classification using Neural Networks," IEEE Communications Magazine, pp. 47-64, November 1989.