Electric appliance classification based on distributed high resolution current sensing

Proceedings - Conference on Local Computer Networks, LCN

Volumn , Issue , 2012, Pages 999-1005

  Reinhardt, Andreas ^a   Burkhardt, Dominic ^a   Zaheer, Manzil ^a   Steinmetz, Ralf ^a  

^a DARMSTADT UNIVERSITY OF TECHNOLOGY   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

CURRENT CONSUMPTION; CURRENT FLOWS; CURRENT SENSING; DISTRIBUTED SENSOR; ELECTRICITY-CONSUMPTION; ENERGY DEMANDS; HIGH RESOLUTION; LOCAL SIGNAL; LOW-COST MEASUREMENTS; MACHINE LEARNING TECHNIQUES; SAMPLING RATES;

DOMESTIC APPLIANCES; ENERGY MANAGEMENT; LEARNING SYSTEMS; SIGNAL PROCESSING;

ELECTRIC APPLIANCES;

EID: 84874311126     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/LCNW.2012.6424093     Document Type: Conference Paper

References (20)

1. European Smart Metering Industry Group, "Smart Metering for Europe-A Key Technology to Achieve the 20-20-20 Targets," Online: http://www.esmig.eu/newsstor/smart-metering-for-europe-new-position-paper, 2009.
2. G. W. Hart, "Residential Energy Monitoring and Computerized Surveillance via Utility Power Flows," IEEE Technology and Society Magazine, vol. 8, no. 2, 1989.
3. J. Liang, S. K. K. Ng, G. Kendall, and J. W. M. Cheng, "Load Signature Study - Part I: Basic Concept, Structure, and Methodology," IEEE Transactions on Power Delivery, vol. 25, no. 2, 2010.
4. H. Chang, C. Lin, and J. Lee, "Load Identification in Nonintrusive Load Monitoring using Steady-State and Turn-on Transient Energy Algorithms," in Proceedings of the 14th International Conference on Computer Supported Cooperative Work in Design (CSCWD), 2010.
5. Plugwise B.V., "Plugwise Circle," Online: http://www.plugwise. com/idplugtype-f/circle, 2010.
6. A. Reinhardt, D. Burkhardt, P. Mogre, M. Zaheer, and R. Steinmetz, "SmartMeter.KOM: A Low-cost Wireless Sensor for Distributed Power Metering," in Proceedings of the 6th IEEE International Workshop on Practical Issues in Building Sensor Network Applications (SenseApp), 2011.
7. G. W. Hart, "Nonintrusive Appliance Load Monitoring," Proceedings of the IEEE, vol. 80, no. 12, 1992.
8. A. Marchiori, D. Hakkarinen, Q. Han, and L. Earle, "Circuit-Level Load Monitoring for Household Energy Management," IEEE Pervasive Computing, vol. 10, no. 1, 2010.
9. A. Albicki and A. Cole, "Algorithm for Non-intrusive Identification of Residential Appliances," in Proceedings of the IEEE International Symposium on Circuits and Systems (ISCAS), 1998.
10. C. Laughman, K. Lee, R. Cox, S. Shaw, S. Leeb, L. Norford, and P. Armstrong, "Power Signature Analysis," IEEE Power and Energy Magazine, vol. 1, no. 2, 2003.
11. M. Berges, E. Goldman, H. S. Matthews, and L. Soibelman, "Enhancing Electricity Audits in Residential Buildings with Nonintrusive Load Monitoring," Journal of Industrial Ecology, vol. 5, no. 14, 2008.
12. D. Srinivasan, W. Ng, and A. Liew, "Neural-network-based Signature Recognition for Harmonic Source Identification," IEEE Transactions on Power Delivery, vol. 21, no. 1, 2006.
13. A. Marchiori and Q. Han, "Using Circuit-Level Power Measurements in Household Energy Management Systems," in Proceedings of the 1st ACM Workshop on Embedded Sensing Systems For Energy-Efficiency In Buildings (BuildSys), 2009.
14. T. Saitoh and Y. Aota, "Current Sensor-based Non-intrusive Appliance Recognition for Intelligent Outlet," in Proceedings of the 23rd International Technical Conference on Circuits/Systems, Computers and Communications (ITC-CSCC), 2008.
15. R. Morales, F. J. Badesa, N. Garcá-Aracil, C. Perez-Vidal, and J. M. Sabater, "Distributed Smart Device for Monitoring, Control and Management of Electric Loads in Domotic Environments," MDPI Sensors, vol. 12, 2012.
16. J. Lifton, M. Feldmeier, Y. Ono, C. Lewis, and J. A. Paradiso, "A Platform for Ubiquitous Sensor Deployment in Occupational and Domestic Environments," in Proceedings of the 6th International Symposium on Information Processing in Sensor Networks (IPSN), April 2007.
17. X. Jiang, S. Dawson-Haggerty, P. Dutta, and D. Culler, "Design and Implementation of a High-Fidelity AC Metering Network," in Proceedings of the 8th ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN), Track on Sensor Platforms, Tools, and Design Methods (SPOTS), 2009.
18. 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, no. 1, 1996.
19. S. N. Patel, T. Robertson, J. A. Kientz, M. S. Reynolds, and G. D. Abowd, "At the Flick of a Switch: Detecting and Classifying Unique Electrical Events on the Residential Power Line," in Proceedings of the 9th International Conference on Ubiquitous Computing (UbiComp), 2007.
20. M. Hall, E. Frank, G. Holmes, B. Pfahringer, P. Reutemann, and I. H. Witten, "The WEKA Data Mining Software: An Update," SIGKDD Exploration Newsletter, vol. 11, no. 1, 2009.