Unsupervised clustering of residential electricity consumption measurements for facilitated user-centric non-intrusive load monitoring

Computing in Civil and Building Engineering - Proceedings of the 2014 International Conference on Computing in Civil and Building Engineering

Volumn , Issue , 2014, Pages 1869-1876

  Jazizadeh, F ^a   Becerik Gerber, B ^a   Berges, M ^b   Soibelman, L ^a  

^a Sonny Astani Department of Civil and Environmental Engineering University of Southern California ^*  (United States)

^b CARNEGIE MELLON UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 84923976351     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1061/9780784413616.232     Document Type: Conference Paper

References (11)

1. Akbar, M., and Khan, Z. A. (2007). "Modified nonintrusive appliance load monitoring for nonlinear devices." Proc., 11th IEEE International Multitopic Conference, INMIC 2007, December 28, 2007-December 30, Inst. of Elec. and Elec. Eng. Computer Society, .
2. Berges, M., Goldman, E., Matthews, H. S., Soibelman, L., Anderson, K. (2011). "User-Centered Non-Intrusive Electricity Load Monitoring for Residential Buildings." J. Comput. Civ. Eng., posted ahead of print.
3. Christopher D. Manning, Prabhakar Raghavan, Hinrich Schutze,. "Hierarchical Clustering." In an Introduction to Information Retrieval, Http://Nlp.Stanford.Edu/IR-Book/Pdf/17hier.Pdf, .
4. Hart, G. W. (1992). "Nonintrusive Appliance Load Monitoring." Proc IEEE, 80(12), 1870-91.
5. K. Anderson, A. Ocneanu, D. Benitez, D. Carlson, A. Rowe, and M. Berges. (2012). "BLUED: A Fully Labeled Public Dataset for Event-Based Non-Intrusive Load Monitoring Research." In Proceedings of the 2nd KDD Workshop on Data Mining Applications in Sustainability (SustKDD), Beijing, China, .
6. Marchiori, A., Hakkarinen, D., Qi Han, Earle, L. (2011). "Circuit-Level Load Monitoring for Household Energy Management." Pervasive Computing, IEEE, 10(1), 40-48.
7. Rajagopal, N., Giri, S., Berges, M., Rowe, A. (2013). "Demo Abstract: A Magnetic Field-Based Appliance Metering System." , 307-308.
8. Schoofs, A., Guerrieri, A., Delaney, D. T., O'Hare, G., Ruzzelli, A. G. (2010). "Annot: Automated electricity data annotation using wireless sensor networks." Proc., Sensor Mesh and Ad Hoc Communications and Networks (SECON), 2010 7th Annual IEEE Communications Society Conference On, IEEE, , 1-9.
9. Shaw, S. R., Leeb, S. B., Norford, L. K., Cox, R. W. (2008). "Nonintrusive Load Monitoring and Diagnostics in Power Systems." IEEE Transactions on Instrumentation and Measurement, 57(7), 1445-54.
10. Taysi, Z. C., Guvensan, M. A., Melodia, T. (2010). "Tinyears: Spying on house appliances with audio sensor nodes." Proc., Proceedings of the 2nd ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Building, ACM, , 31-36.
11. Zeifman, M., and Roth, K. (2011). "Nonintrusive appliance load monitoring: Review and outlook." Proc., 2011 IEEE International Conference on Consumer Electronics, ICCE 2011, January 9, 2011-January 12, Institute of Electrical and Electronics Engineers Inc, , 239-240.