Skip to main content

Advertisement

Log in

Optimal charging of large-scale electric vehicles over extended time scales

  • Original Paper
  • Published:
Electrical Engineering Aims and scope Submit manuscript

Abstract

The multi-day spaced charging, hardly considered in current strides aiming at optimal electric vehicle charging, is the concern of this study, and thus, an extended time scale covering several days should be dealt with. This study firstly analyzed the routines and implementations of charging behaviors over the extended time scale and then quantified the range of charging start time of electric vehicles precisely, which turned out to be discontinuous, huge and complicated. Finally, the mathematical formulation of the optimal charging strategy over the extended time scale as well as its constraints was established. The proposed problem can be solved by MATLAB simulations, which was addressed in details. Moreover, numerous simulations were conducted and demonstrated that the proposed strategy can reach a better system load characteristics than the ordered charging on a daily basis with a good maneuverability.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7

Similar content being viewed by others

References

  1. Shukla A, Verma K, Kumar R (2019) Multi-objective synergistic planning of EV fast-charging stations in the distribution system coupled with the transportation network. IET Gener Transm Distrib 13(15):3421–3432

    Article  Google Scholar 

  2. Hajizadeh A, Kikhavani MR (2018) Coordination of bidirectional charging for plug-in electric vehicles in smart distribution systems. Electr Eng 100(2):1085–1096

    Article  Google Scholar 

  3. Chen J, Huang X, Tian S et al (2019) Electric vehicle charging schedule considering user’s charging selection from economics. IET Gener Transm Distrib 13(15):3388–3396

    Article  Google Scholar 

  4. Zhang P, Qian K, Zhou C et al (2012) A methodology for optimization of power systems demand due to electric vehicle charging load. IEEE Trans Power Syst 3:1–9

    Google Scholar 

  5. Moradijoz M, Parsa Moghaddam M, Haghifam MR et al (2013) A multi-objective optimization problem for allocating parking lots in a distribution network. Int J Electr Power Energy Syst 46:115–122

    Article  Google Scholar 

  6. Ali A, Raisz D, Mahmoud K (2018) Optimal scheduling of electric vehicles considering uncertain RES generation using interval optimization. IEEE Trans Power Syst 100(3):1675–1687

    Google Scholar 

  7. Esmaili M, Rajabi M (2014) Optimal charging of plug-in electric vehicles observing power grid constraints. IET Gener Transm Distrib 4:583–590

    Article  Google Scholar 

  8. Mohsenian-Rad H, Ghamkhari M (2015) Optimal charging of electric vehicles with uncertain departure times: a closed-form solution. IEEE Trans Smart Grid 6:940–942

    Article  Google Scholar 

  9. de Hoog J, Alpcan T, Brazil M et al (2015) Optimal charging of electric vehicles taking distribution network constraints into account. IEEE IEEE Trans Smart Grid 1:365–375

    Google Scholar 

  10. Staats PT, Grady WM, Arapostathis A et al (1997) A procedure for derating a substation transformer in the presence of widespread electric vehicle battery charging. IEEE Trans Power Deliv 4:1562–1568

    Article  Google Scholar 

  11. Vyas A, Santini D (2008) Use of national surveys for estimating ‘full’ PHEV potential for oil use reduction [EB/OL]. http://www.transportation.anl.gov/pdfs/HV/525.pdf. Accessed 21–24 July 2008

  12. Xu H, Miao S, Zhang C, Shi D (2013) Optimal placement of charging facilities for large-scale electric vehicles. Int J Electr Power Energy Syst 1:159–165

    Article  Google Scholar 

  13. Bruno S, Jurgen G (2010) Lithium batteries: status, prospects and future. J Power Sources 9:2419–2430

    Google Scholar 

  14. Majeau-Bettez G, Hawkins TR, Strømman AH (2011) Life cycle environmental assessment of lithium-ion and nickel metal hydride batteries for plug-in hybrid and battery electric vehicles. Environ Sci Technol 10:4548–4554

    Article  Google Scholar 

  15. National Statistics, Department for Transport, Transport Statistics Bulletin-National Travel Survey: 2008, April 9, 2009

  16. Shahidinejad S, Filizadeh S, Bibeau E (2012) Profile of charging load on the grid due to plug-in vehicles. IEEE Trans Smart Grid 1:135–141

    Article  Google Scholar 

Download references

Acknowledgements

Funding was provided by Science and Technology Project of State Grid (Grant No. 5216A518003Y).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Hao Xu.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Xu, H., Xia, X., Liang, W. et al. Optimal charging of large-scale electric vehicles over extended time scales. Electr Eng 102, 461–469 (2020). https://doi.org/10.1007/s00202-019-00887-6

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00202-019-00887-6

Keywords

Navigation