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The smart EV charging system based on the big data analysis of the power consumption patterns

  • Received : 2017.03.10
  • Accepted : 2017.04.03
  • Published : 2017.05.31

Abstract

The high costs of electric vehicle supply equipment (EVSE) and installation are currently a stumbling block to the proliferation of electric vehicles (EVs). The cost-effective solutions are needed to support the expansion of charging infrastructure. In this paper, we develope EV charging system based on the big data analysis of the power consumption patterns. The developed EV charging system is consisted of the smart EV outlet, gateways, powergates, the big data management system, and mobile applications. The smart EV outlet is designed to low costs of equipment and installation by replacing the existing 220V outlet. We can connect the smart EV outlet to household appliances. Z-wave technology is used in the smart EV outlet to provide the EV power usage to users using Apps. The smart EV outlet provides 220V EV charging and therefore, we can restore vehicle driving range during overnight and work hours.

Keywords

References

  1. Revolutionizing Fast Charging for Electric Vehicles, www.intel.com, 2012.
  2. M. Falvo, D. Sbordone, I. S. Bayram, M. Devetsikiotis "EV Charging Stations and Modes: International Standards," 2014 International Symposium on Power Electronics, Electrical Drives, Automation and Motion, pp.1134-1139 2014.
  3. V. Schwarzer, R. Ghorbani, Current State of-the-Art of EV Chargers, Technical Report, Hawaii Natural Energy Institute, Report Number: HNEI-01-05, 2015.
  4. J. Y. Yong, V. K. Ramchandaramurthy, K. M. Tan, N. Mithulananthan "A review of the state-of-the-art technologies of electric vehicle, its impacts and prospects," Renewable and Sustainable Energy Reviews, vol. 49, pp.365-385, 2015. https://doi.org/10.1016/j.rser.2015.04.130
  5. D. Kettles, Electric Vehicle Charging Technology Analysis And Standards, FSEC Report Number:FSEC-CR-1996-15, Feb. 2015.
  6. IEC, Electric vehicle conductive charging system - Part 1: General requirements, IEC 61851-1:2017, Feb. 2017.
  7. IEC 62196-2, Plugs, socket-outlets, vehicle connectors and vehicle inlets-Conductive charging of electric vehicles - Part 2: Dimensional compatibility and interchangeability requirements for a.c. pin and contact-tube accessories, 2016.
  8. SAE International, SAE J1772 Electric Vehicle and Plug in Hybrid Electric Vehicle Conductive Charge Coupler, 2012.
  9. CHAdeMO Association, www.chademo.com.
  10. G. Hart, Prototype Nonintrusive Appliance Load Monitor, MIT Energy Laboratory and Electric Power Research Institute Technical Report, Tech. Rep., Sept. 1985.
  11. G. W. Hart "Nonintrusive appliance load monitoring," Proceedings of the IEEE, vol. 80, no.12, pp.1870-1891, 1992. https://doi.org/10.1109/5.192069
  12. A. Zoha, A. Gluhak, M. A. Imran, and S. Rajasegarar, "Non-intrusive load monitoring approaches for disaggregated energy sensing: A survey," Sensors, vol. 12, no. 12, pp. 16838-16866, Dec. 2012. https://doi.org/10.3390/s121216838
  13. Z. Zhang, J.H. Son, Y. Li, M. Trayer, Z. Pi, D.Y. Hwang, J.K. Moon "Training-free non intrusive load monitoring of electric vehicle charging with low sampling rate," IECON, pp.5419-5425, 2014.
  14. 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, pp. 56-63, 2003. https://doi.org/10.1109/MPAE.2003.1192027
  15. Z. Zhang, J.H. Son, Y. Li, M. Trayer, Z. Pi, D.Y. Hwang, J. K. Moon "Training-Free Non-Intrusive Load Monitoring of Electric Vehicle Charging with Low Sampling Rate," IECON 2014, pp. 5419-5425, 2014.