Active Distribution Network Expansion Planning considering the Uncertainty of Electric vehicles’ load

Maghouli, Pouria; Shajarehpour, Mohamad Saleh

doi:10.30503/eecs.2019.110970

Document Type : Original Article

Authors

Department of Electrical Engineering, Shahed university

https://doi.org/10.30503/eecs.2019.110970

Abstract

Integrating Electric vehicles into distribution systems introduce new challenges both in operation and planning of electric distribution systems. In the planning process, these vehicles mainly affect load uncertainty in the grid. A new method for Active Distribution Network (ADN) expansion planning is proposed considering the uncertainty of bus loadings because of electric vehicles (EVs) integration. The approach taken in this paper includes the initial cost of investment and operation. A probabilistic model is proposed for extracting the effect of electric vehicles integration on future loading of network buses. Different scenarios are defined based on electric vehicle entrance time, charging delays and their overall penetration level. Particles colony algorithm is used for handling the proposed mixed integer and nonlinear optimization model. Also, a graph theory based method for detecting radial structures is implemented for faster convergence. Finally, the effectiveness of the proposed algorithm is examined by implementing it on the modified IEEE 33 bus standard distribution network.

Keywords

References

[1] Y. He, B. Venkatesh, and L. Guan, "Optimal scheduling for charging and discharging of electric vehicles," IEEE transactions on smart grid, vol. 3, pp. 1095-1105, 2012.

[2] P. Richardson, D. Flynn, and A. Keane, "Optimal charging of electric vehicles in low-voltage distribution systems," IEEE Transactions on Power Systems, vol. 27, pp. 268-279, 2012.

[3] N. Rotering and M. Ilic, "Optimal charge control of plug-in hybrid electric vehicles in deregulated electricity markets," IEEE Transactions on Power Systems, vol. 26, pp. 1021-1029, 2011.

[4] S. Haffner, L. F. A. Pereira, L. A. Pereira, and L. S. Barreto, "Multistage model for distribution expansion planning with distributed generation—Part I: Problem formulation," IEEE Transactions on Power Delivery, vol. 23, pp. 915-923, 2008.

[5] S. Haffner, L. F. A. Pereira, L. A. Pereira, and L. S. Barreto, "Multistage model for distribution expansion planning with distributed generation—Part II: Numerical results," IEEE Transactions on Power Delivery, vol. 23, pp. 924-929, 2008.

[6] H. Falaghi, C. Singh, M.-R. Haghifam, and M. Ramezani, "DG integrated multistage distribution system expansion planning," International Journal of Electrical Power & Energy Systems, vol. 33, pp. 1489-1497, 2011.

[7] E. Naderi, H. Seifi, and M. S. Sepasian, "A dynamic approach for distribution system planning considering distributed generation," IEEE Transactions on Power Delivery, vol. 27, pp. 1313-1322, 2012.

[9] Yue Xiang, Wei Yang, Junyong Liu and Furong Li, Multi-Objective Distribution Network Expansion Incorporating Electric Vehicle Charging Stations" Received: 31 August 2016; Accepted: 27 October 2016; Published: 3 November 2016.

[9] Lu, Z.,Wen, F., and Ledwich, G., “Optimal planning of electric vehicle charging stations in distribution systems, “ IEEE Trans. Power Del., Vol. 28, No. 1, pp. 102–110, 2013.

[10] Wang, G., Xu, Z.,Wen, F., andWong, K., “Traffic-constrained multi-objective planning of electric vehicle charging stations,” IEEE Trans. Power Del., Vol. 28, No. 4, pp. 2363–2372, 2013.

[11] Gonz´alez-Sotres, L., Domingo, C., Sanchez-Miralles, A., and Miro, M., “Large-scale MV/LV transformer substation planning considering network costs and flexible area decomposition,” IEEE Trans. Power Deliv.,Vol. 28, No. 4, pp. 2245–2253, 2013.

[12] Nick, M., Cherkaoui, R., and Paolone, M., “Optimal allocation of dispersed energy storage systems in active distribution networks for energy balance and grid support,” IEEE Trans. Power Syst., Vol. 29, No. 5, pp. 2300–2310, 2014.

[13] K. Clement-Nyns, E. Haesen, and J. Driesen, "The impact of charging plug-in hybrid electric vehicles on a residential distribution grid," IEEE Transactions on Power Systems, vol. 25, pp. 371-380, 2010.

[14] L. P. Fernandez, T. G. San Roman, R. Cossent, C. M. Domingo, and P. Frías, "Assessment of the impact of plug-in electric vehicles on distribution networks," IEEE Transactions on Power Systems, vol. 26, pp. 206-213, 2011.

[15] G. Razeghi, L. Zhang, T. Brown, and S. Samuelsen, "Impacts of plug-in hybrid electric vehicles on a residential transformer using stochastic and empirical analysis," Journal of Power Sources, vol. 252, pp. 277-285, 2014.

[16] W. Yao, J. Zhao, F. Wen, Z. Dong, Y. Xue, Y. Xu, et al., "A multi-objective collaborative planning strategy for integrated power distribution and electric vehicle charging systems," IEEE Transactions on Power Systems, vol. 29, pp. 1811-1821, 2014.

[17] G. Wang, Z. Xu, F. Wen, and K. P. Wong, "Traffic-constrained multiobjective planning of electric-vehicle charging stations," IEEE Transactions on Power Delivery, vol. 28, pp. 2363-2372, 2013.

[18] Y. Zheng, Z. Y. Dong, Y. Xu, K. Meng, J. H. Zhao, and J. Qiu, "Electric vehicle battery charging/swap stations in distribution systems: comparison study and optimal planning," IEEE transactions on Power Systems, vol. 29, pp. 221-229, 2014.

[19] J. Dong, C. Liu, and Z. Lin, "Charging infrastructure planning for promoting battery electric vehicles: An activity-based approach using multiday travel data," Transportation Research Part C: Emerging Technologies, vol. 38, pp. 44-55, 2014.

[20] P. Sadeghi-Barzani, A. Rajabi-Ghahnavieh, and H. Kazemi-Karegar, "Optimal fast charging station placing and sizing," Applied Energy, vol. 125, pp. 289-299, 2014.

[21] W. Yao, C. Chung, F. Wen, M. Qin, and Y. Xue, "Scenario-Based Comprehensive Expansion Planning for Distribution Systems Considering Integration of Plug-in Electric Vehicles," IEEE Transactions on Power Systems, vol. 31, pp. 317-328, 2016.

[22] National Household Travel Survey ‎‎[Online]. Available:‎ http://nhts.ornl.gov.‎.

[23] J. A. Bondy and U. S. R. Murty, Graph theory with applications vol. 290: Citeseer, 1976.

[24] J. M. Rupa and S. Ganesh, "Power Flow Analysis for Radial Distribution System Using Backward/Forward Sweep Method," World Academy of Science, Engineering and Technology, International Journal of Electrical, Computer, Energetic, Electronic and Communication Engineering, vol. 8, pp. 1621-1625, 2014.

Electromechanical Energy Conversion Systems

Active Distribution Network Expansion Planning considering the Uncertainty of Electric vehicles’ load

References

References

Volume 1, Issue 2
April 2021
Pages 78-89

Active Distribution Network Expansion Planning considering the Uncertainty of Electric vehicles’ load

References

References

Volume 1, Issue 2April 2021Pages 78-89

Volume 1, Issue 2
April 2021
Pages 78-89