Non-intrusive appliance load curve disaggregation for service development

ENERGYCON 2014 - IEEE International Energy Conference

Volumn , Issue , 2014, Pages 813-820

  Ferrez, Pierre ^a   Roduit, Pierre ^a  

^a UNIVERSITY OF APPLIED SCIENCES WESTERN SWITZERLAND   (Switzerland)

Author keywords

Consumer Service Development; Domestic Electric Consumption; Energy Advice; Non Intrusive Appliance Load Monitoring (NIALM)

Indexed keywords

ELECTRIC LOAD FORECASTING; FEEDBACK CONTROL; INFORMATION USE;

COMPUTATIONAL REQUIREMENTS; CONSUMER SERVICES; DETECTION PERFORMANCE; DISAGGREGATION TECHNIQUES; ELECTRIC CONSUMPTION; ELECTRICITY-CONSUMPTION; ENERGY ADVICE; NON-INTRUSIVE APPLIANCE LOAD MONITORING;

EQUIPMENT;

EID: 84905011935     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ENERGYCON.2014.6850519     Document Type: Conference Paper

References (20)

1. "Energy statistics," Swiss Federal Office of Energy (SFOE). [Online]. Available: http://www.bfe.admin.ch/themen/00526/00541/00542/index. html?lang=en
2. J. Borstein and K. Blackmore, "In-home display units: An evolving market part 1 and 2," Energy Insights, 2008.
3. "Wikipedia, the free encyclopedia-web of things." [Online]. Available: http://en.wikipedia.org/wiki/Web of Things
4. M. Zeifman and K. Roth, "Nonintrusive appliance load monitoring: Review and outlook," IEEE Transactions on Consumer Electronics, vol. 57, no. 1, pp. 76-84, 2011.
5. J. Powers, B. Margossian, and B. Smith, "Using a rule-based algorithm to disaggregate end-use load profiles from premise-level data," IEEE Computer Applications in Power, pp. 42-47, 1991.
6. G. W. Hart, "Nonintrusive appliance load monitoring," in Proceedings of the IEEE, vol. 80, 1992, pp. 1870-1891.
7. A. I. Albicki and A. Cole, "Data extraction for effective non-intrusive identification of residential power loads," in IEEE Instrumentation and Measurement Technology Conference, 1998, pp. 812-815.
8. C. Laughman et al., "Power signature analysis," IEEE Power & Energy Magazine, pp. 56-63, 2003.
9. S. N. Patel et al., "At the flick of a switch: Detecting and classifying unique electrical events on the residential power line." in Conference on Ubiquitous Computing, 2007, pp. 271-288.
10. W. L. Chan, A. T. P. So, and L. L. Lai, "Harmonics load signature recognition by wavelets transforms," in International Conference on Electric Utility Deregulation and Restructuring and Power Technologies, 2000, pp. 666-671.
11. "Ecowizz." [Online]. Available: http://www.ecowizz.net
12. "Power meter series 800 data sheet," Schneider Electric. [Online]. Available: http://www2.schneider-electric.com/resources/sites/ SCHNEIDER ELECTRIC/content/live/FAQS/140000/FA140345/en US/PM800%20DataSheet.pdf
13. "Power meter series 800 user guide," Schneider Electric. [Online]. Available: http://download.schneider-electric.com/files?p File Id= 27600253& File Name=63230-500-225A2 PM800 User Guide EN. pdf
14. P. Ferrez, P. Renevey, A. Hutter, and P. Roduit, "Domestic electricity consumption data for research and service development," in Proceedings of the International Conference CISBAT 2013, 2013.
15. L. Rokach and O. Maimon, Data Mining with Decision Trees: Theroy and Applications. River Edge, NJ, USA: World Scientific Publishing Co., Inc., 2008.
16. "Des appareils ménagers efficaces," World Wide Fund for Nature. [Online]. Available: http://assets.wwf.ch/downloads/2012 10 wwf factsheet gerate final f.pdf
17. J. Z. Kolter and M. J. Johnson, "REDD: A public data set for energy disaggregation research," in Proceedings of the SustKDD Workshop on Data Mining Applications in Sustainability, 2011, pp. 1-6.
18. K. Anderson, A. Ocneanu, D. Benitez, D. Carlson, A. Rowe, and M. Berges, "BLUED: A fully labeled public dataset for event-based non-intrusive load monitoring research," in Proceedings of the Second KDD Workshop on Data Mining Applications in Sustainability, 2012, pp. 12-16.
19. J. P. Egan, Signal Detection Theory and ROC Analysis. Academic Press, New York, 1975.
20. A. Zoha, A. Gluhak, M. A. Imran, and S. Rajasegarar, "Non-intrusive load monitoring approches for disaggregated energy sensing: A survey," Sensors, pp. 16 838-16 866, 2012.