Exploring techniques for monitoring electric power consumption in households

UBICOMM 2010 - 4th International Conference on Mobile Ubiquitous Computing, Systems, Services and Technologies

Volumn , Issue , 2010, Pages 471-477

  Fitta, Manyazewal ^a   Biza, Solomon ^a   Lehtonen, Matti ^a   Nieminen, Tatu ^a   Jacucci, Giulio ^b  

^a AALTO UNIVERSITY   (Finland)

^b UNIVERSITY OF HELSINKI   (Finland)

Author keywords

Energy awareness; Fingerprinting; Load monitoring; Pattern recognition; Ubiquitous computing

Indexed keywords

CONTEXT AWARE SERVICES; CURRENT HARMONICS; ELECTRIC POWER CONSUMPTION; ELECTRICAL APPLIANCES; ENERGY AWARENESS; FINGERPRINTING; FUTURE APPLICATIONS; LOAD MONITORING;

ELECTRIC UTILITIES; FEATURE EXTRACTION; PATTERN RECOGNITION;

UBIQUITOUS COMPUTING;

EID: 84881576637     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (20)

1. th Annual ACM Symposium on User Interface Software and Technology (UIST 06), ACM Press, Oct. 2006, pp. 91- 100, doi: 10.1145/1166253.1166279.
2. th International Conference on Ubiquitous Computing (UbiComp 07), Springer-Verlag, Sept. 2007, pp. 271-288, ISBN ~ ISSN:0302-9743, 978-3-540-74852-6.
3. G.W Hart, "Nonintrusive Appliance Load Monitoring, " Proceedings of the IEEE, vol. 80, no. 12, Dec. 1992, pp. 1870-1891, doi: 10.1109/5.192069.
4. X. Jiang, S.D. Haggerty, P. Dutta, and D. Culler, "Design and Implementation of a High-Fidelity AC Metering Network, " Proc. 2009 International Conference on Information Processing in Sensor Networks (IPSN 09), IEEE Computer Society, Apr. 2009, pp. 253- 264, ISBN:978-1-4244-5108-1.
5. th International Conference on Ubiquitous Computing (UbiComp 09), ACM Press, Oct. 2009, pp. 245-254, ISBN: 978-1-60558-431-7.
6. Electric Power Research Institute (EPRI), "Nonintrusive Appliance Load Monitoring System (NIALMS) Beta-test Results, " Technical Report, Sept. 1997, TR-108419.
7. H. Pihala, " Non-intrusive Appliance Load Monitoring System Based on a Modern kWh-meter, " VTT publications, no. 356, May 1998.
8. C. Laughman et al., "Power Signature Analysis, " Power and Energy Magazine, vol. 1, no. 2, Mar-Apr. 2003, pp. 56-63, doi: 10.1109/MPAE.2003.1192027.
9. Y. Nakano et al., "Non-Intrusive Electric Appliances Load Efficient Monitoring System Using Harmonic Pattern Recognition- Performance Test Results at Real Households, " The Fourth International Conference on Energy Efficiency in Domestic Appliances and Lighting (EEDAL), June 2006, London.
10. S.R. Kamat, "Fuzzy Logic Based Pattern Recognition Technique for Nonintrusive Load Monitoring, " Proc. IEEE Regional 10 Conference (TENCON 2004), IEEE Press, Nov. 2004, vol.3, pp. 528-530, doi: 10.1109/TENCON.2004. 1414824.
11. M. Baranski and J. Voss, "Nonintrusive Appliance Load Monitoring based on an Optical Sensor, " Proc. IEEE Power Tech Conference 2003 IEEE Bologna, June 2003, IEEE Press, vol. 4, 8 pp., doi: 10.1109/PTC.2003.1304732.
12. F. Kupzog, T. Zia, and A.A. Zaidi, "Automatic Electric Load Identification in Self-Configuring Microgrids, " Proc. AFRICON 2009 (AFRICON 09), IEEE Press, Sept. 2009, pp. 1-5, doi: 10.1109/AFRCON.2009.5308129.
13. K. Suzuki, S. Inagaki, T. Suzuki, H. Nakamura, and K. Ito, "Nonintrusive Appliance Load Monitoring based on Integer Programming, " Proc. SICE Annual Conference, IEEE Press, Aug. 2008, pp. 2742 - 2747, doi: 10.1109/SICE.2008.4655131.
14. H.S. Matthews, L. Soibelman, M. Berges, and E. Goldman, "Automatically Disaggregating the Total Electrical Load in Residential Buildings: A Profile of the Required Solution, " Proc. Intelligent Computing in Engineering (ICE08), July 2008, pp. 381-389, ISBN: 978-1-84102-191-1.
15. M.L. Marceau and R. Zmeureanu, "Nonintrusive Load Disaggregation Computer Program to Estimate the Energy Consumption of Major End Uses in Residential Buildings, " Energy Conversion and Management, vol. 41, October 1999, pp. 1389-1403.
16. L. Soibelman, H.S. Matthews, M. Berges, and E. Goldman, "Automatic Disaggregation of Total Electrical Load from Nonintrusive Appliance Load Monitoring, " Carnegie Mellon University, Feb.2009, [Accessed 11.03.2010].
17. T.M. Cover and P.E. Hart, "Nearest Neighbor Pattern Classification, " IEEE Transactions on Information Theory, vol. 13, no. 1, Jan. 1967, pp. 21-27, ISSN : 0018-9448.
18. M. Moradian and A. Baraani, "K-Nearest-Neighbor-Based- Association-Algorithm, " Journal of Theoretical and Appllied Information Technology, vol. 6, Dec. 2009, pp 123-129.
19. G. Jacucci et al., "Designing Effective Feedback of Electricity Consumption for Mobile User Interfaces", PsychNology Journal, vol. 7, no. 3, 2009, pp. 265-289.
20. LEM Norma GmbH, "TOPAS 1000 Power Quality Analyzer", Operating Instructions, 2003, A 5505 1 GA 3 E Rev. A.