E-Sketch: Gathering large-scale energy consumption data based on consumption patterns

Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014

Volumn , Issue , 2014, Pages 656-665

  Huang, Zhichuan ^a   Luo, Hongyao ^b   Skoda, David ^b   Zhu, Ting ^a   Gu, Yu ^c  

^a UNIVERSITY OF MARYLAND BALTIMORE COUNTY   (United States)

^b BINGHAMTON UNIVERSITY   (United States)

^c IBM AUSTIN RESEARCH LABORATORY   (United States)

Author keywords

data compression; energy consumption; smart meter

Indexed keywords

COSTS; DATA COMPRESSION; ELECTRIC POWER UTILIZATION; MIDDLEWARE; SMART METERS;

COMMUNICATION OVERHEADS; CONSUMPTION PATTERNS; DATA STORAGE; ENERGY CONSUMPTION DATUM; ENERGY-CONSUMPTION; LARGE-SCALES; REAL TIME PRICING; SECOND LEVEL; STORAGE SPACES; UTILITIES COMPANIES;

DIGITAL STORAGE;

EID: 84921793731     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/BigData.2014.7004289     Document Type: Conference Paper

References (28)

1. Egauge. http://www.egauge.net.
2. Energex. https://www.energex.com.au.
3. United States Census Bureau. http://www.census.gov.
4. Ontario's Power Authority. Ontario's long term energy plan. 2010.
5. A Smart Grid Strategy for Assuring Reliability of the Western Grid U.S. Department of Energy. 2010.
6. A. Adepetu, E. Rezaei, D. Lizotte, and S. Keshav. Critiquing time-ofuse pricing in ontario. In IEEE International Conference on Smart Grid Communications, 2013.
7. C. Chen, D. J. Cook, and A. S. Crandall. The user side of sustainability: Modeling behavior and energy usage in the home. Pervasive and Mobile Computing, 9(1):161-175, 2013.
8. O. Corradi, H. Ochsenfeld, H. Madsen, and P. Pinson. Controlling electricity consumption by forecasting its response to Varying prices. IEEE Transactions on Power Systems, 28(1):421-429, 2013.
9. L. Gan, A. Wierman, U. Topcu, N. Chen, and S. H. Low. Realtime Deferrable load control: Handling the uncertainties of renewable generation. In e-Energy, 2013.
10. Z. Huang, T. Zhu, Y. Gu, D. Irwin, A. Mishra, and P. Shenoy. Minimizing electricity costs by sharing energy in sustainable microgrids. In Buildsys, 2014.
11. C. W. L. Zhang, Z. Li and M. Chen. Online algorithms for uploading Deferrable big Data to the cloud. In INFOCOM, 2014.
12. H. Li, D. Liang, L. Xie, G. Zhang, and K. Ramamritham. Tl-tree: Flashoptimized storage for time-series sensing Data on sensor platforms. In Proceedings of the 27th Annual ACM Symposium on Applied Computing 2012.
13. A. Mishra, D. Irwin, P. Shenoy, J. Kurose, and T. Zhu. Greencharge: Managing renewable energy in smart buildings. IEEE Journal on Selected Areas in Communications, 31(7):1281-1293, 2013.
14. A. Mishra, D. Irwin, P. Shenoy, and T. Zhu. Scaling Distributed energy storage for grid peak reduction. In e-Energy, pages 3-14. ACM, 2013.
15. D. Salomon, G. Motta, and D. Bryant. Data Compression: The Complete Reference. Springer, 2007.
16. P. Srikantha, S. Keshav, and C. Rosenberg. Distributed control for reducing carbon footprint in the residential sector. In IEEE Third International Conference on Smart Grid Communications, 2012.
17. P. Srikantha, C. Rosenberg, and S. Keshav. An analysis of peak Demand reductions Due to elasticity of Domestic appliances. In e-Energy, 2012.
18. M. Weiss, A. Helfenstein, F. Mattern, and T. Staake. Leveraging smart meter Data to recognize home appliances. In IEEE International Conference on Pervasive Computing and Communications, 2012.
19. L. Xiang, J. Luo, and C. Rosenberg. Compressed Data aggregation: Energy-efficient and high-fidelity Data collection. IEEE/ACM Transactions on Networking, 21(6):1722-1735, 2013.
20. P. Yi, T. Zhu, B. Jiang, B. Wang, and D. Towsley. An energy transmission and Distribution network using electric Vehicles. In ICC 2012.
21. P. Yi, T. Zhu, G. Lin, and Q. Zhang. Routing renewable energy using electric Vehicles in mobile electrical grid. In MASS, 2013.
22. P. Yi, T. Zhu, Q. Zhang, Y. Wu, and J. Li. A Denial of service attack in advanced metering infrastructure network. In ICC, 2014.
23. Q. Zhang, T. Zhu, Y. Ping, and Y. Gu. Cooperative Data reduction in wireless sensor network. In GLOBECOM, 2012.
24. C. Zhao, U. Topcu, and S. Low. Optimal load control Via frequency measurement and neighborhood area communication. IEEE Transactions on Power Systems, 28(4):3576-3587, 2013.
25. W. Zhong, Z. Huang, T. Zhu, Y. Gu, Q. Zhang, P. Yi, D. Jiang, and S. Xiao. ides: Incentive-driven Distributed energy sharing in sustainable microgrids. In IGCC, 2014.
26. T. Zhu, Z. Huang, A. Sharma, J. Su, D. Irwin, A. Mishra, D. Menasche and P. Shenoy. Sharing renewable energy in smart microgrids. In ICCPS 2013.
27. T. Zhu, A. Mishra, D. Irwin, N. Sharma, P. Shenoy, and D. Towsley. The case for efficient renewable energy management in smart homes. In BuildSys, pages 67-72. ACM, 2011.
28. T. Zhu, S. Xiao, Y. Ping, D. Towsley, and W. Gong. A secure energy routing mechanism for sharing renewable energy in smart microgrid. In SmartGridComm, pages 143-148. IEEE, 2011