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Volumn 140, Issue , 2016, Pages 378-390

ARIMA-based decoupled time series forecasting of electric vehicle charging demand for stochastic power system operation

Author keywords

Autoregressive integrated moving average (ARIMA); Chance constrained security constrained unit commitment; Charging demand; Demand forecasting; Electric vehicle parking lots

Indexed keywords

CHARGING (BATTERIES); CRASHWORTHINESS; ELECTRIC VEHICLES; MEAN SQUARE ERROR; STOCHASTIC SYSTEMS; TIME SERIES ANALYSIS; VEHICLES;

EID: 84994432330     PISSN: 03787796     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.epsr.2016.06.003     Document Type: Article
Times cited : (307)

References (41)
  • 1
    • 84994463932 scopus 로고    scopus 로고
    • [1] http://www.whitehouse.gov/the-press-office/2014/11/18/fact-sheet-growing-united-states-electric-vehicle-market.
  • 2
    • 78049382418 scopus 로고    scopus 로고
    • The Smart Grid: Enabling Energy Efficiency and Demand Response
    • Fairmont Press
    • [2] Gellings, C.W., The Smart Grid: Enabling Energy Efficiency and Demand Response. 2009, Fairmont Press.
    • (2009)
    • Gellings, C.W.1
  • 3
    • 84922566827 scopus 로고    scopus 로고
    • SmartPark placement and operation for improving system reliability and market participation
    • [3] Rahmani-andebili, M., Venayagamoorthy, G.K., SmartPark placement and operation for improving system reliability and market participation. Electr. Power Syst. Res. 123:June (6) (2015), 21–30.
    • (2015) Electr. Power Syst. Res. , vol.123 , Issue.6 , pp. 21-30
    • Rahmani-andebili, M.1    Venayagamoorthy, G.K.2
  • 4
    • 84865483551 scopus 로고    scopus 로고
    • Hourly coordination of electric vehicle operation and volatile wind power generation in SCUC
    • [4] Khodayar, M.E., Wu, L., Shahidehpour, M., Hourly coordination of electric vehicle operation and volatile wind power generation in SCUC. IEEE Trans. Smart Grid 3:3 (2012), 1271–1279.
    • (2012) IEEE Trans. Smart Grid , vol.3 , Issue.3 , pp. 1271-1279
    • Khodayar, M.E.1    Wu, L.2    Shahidehpour, M.3
  • 5
    • 18844449403 scopus 로고    scopus 로고
    • Vehicle-to-grid power fundamentals: calculating capacity and net revenue
    • [5] Kempton, W., Tomic, J., Vehicle-to-grid power fundamentals: calculating capacity and net revenue. J. Power Sources 144 (2005), 268–279.
    • (2005) J. Power Sources , vol.144 , pp. 268-279
    • Kempton, W.1    Tomic, J.2
  • 6
    • 48949093540 scopus 로고    scopus 로고
    • Integration of renewable energy into the transport and electricity sectors through V2G
    • [6] Lund, H., Kempton, W., Integration of renewable energy into the transport and electricity sectors through V2G. Energy Policy 36:9 (2008), 3578–3587.
    • (2008) Energy Policy , vol.36 , Issue.9 , pp. 3578-3587
    • Lund, H.1    Kempton, W.2
  • 8
    • 84954289806 scopus 로고    scopus 로고
    • Review of recent trends in optimization techniques for plug-in hybrid, and electric vehicle charging infrastructures
    • [8] Rahman, I., Vasant, P.M., Singh, B., Singh, M., Abdullah-Al-Wadud, M., Adnan, N., Review of recent trends in optimization techniques for plug-in hybrid, and electric vehicle charging infrastructures. Renew. Sust. Energy Rev. 58 (2016), 1039–1047.
    • (2016) Renew. Sust. Energy Rev. , vol.58 , pp. 1039-1047
    • Rahman, I.1    Vasant, P.M.2    Singh, B.3    Singh, M.4    Abdullah-Al-Wadud, M.5    Adnan, N.6
  • 9
    • 18844440199 scopus 로고    scopus 로고
    • Vehicle-to-grid power implementation: from stabilizing the grid to supporting large-scale renewable energy
    • [9] Kempton, W., Tomić, J., Vehicle-to-grid power implementation: from stabilizing the grid to supporting large-scale renewable energy. J. Power Sources 144:1 (2005), 280–294.
    • (2005) J. Power Sources , vol.144 , Issue.1 , pp. 280-294
    • Kempton, W.1    Tomić, J.2
  • 10
    • 34247587103 scopus 로고    scopus 로고
    • Using fleets of electric-drive vehicles for grid support
    • [10] Tomić, J., Kempton, W., Using fleets of electric-drive vehicles for grid support. J. Power Sources 168:2 (2007), 459–468.
    • (2007) J. Power Sources , vol.168 , Issue.2 , pp. 459-468
    • Tomić, J.1    Kempton, W.2
  • 11
    • 84869877472 scopus 로고    scopus 로고
    • A multi-objective optimization problem for allocating parking lots in a distribution network
    • [11] Moradijoz, M., Moghadam, M.P., Haghifam, M.-R., Alishahi, E., A multi-objective optimization problem for allocating parking lots in a distribution network. Int. J. Electr. Power Energy Syst. 46 (2013), 115–122.
    • (2013) Int. J. Electr. Power Energy Syst. , vol.46 , pp. 115-122
    • Moradijoz, M.1    Moghadam, M.P.2    Haghifam, M.-R.3    Alishahi, E.4
  • 12
    • 84937864838 scopus 로고    scopus 로고
    • Allocation of plug-in vehicles’ parking lots in distribution systems considering network-constrained objectives
    • [12] Neyestani, N., Damavandi, M.Y., Shafie-khah, M., Contreras, J., Catalao, J.P.S., Allocation of plug-in vehicles’ parking lots in distribution systems considering network-constrained objectives. IEEE Trans. Power Syst. 30:5 (2015), 2643–2656.
    • (2015) IEEE Trans. Power Syst. , vol.30 , Issue.5 , pp. 2643-2656
    • Neyestani, N.1    Damavandi, M.Y.2    Shafie-khah, M.3    Contreras, J.4    Catalao, J.P.S.5
  • 13
    • 84960811316 scopus 로고    scopus 로고
    • On the performance of accelerated particle swarm optimization for charging plug-in hybrid electric vehicles
    • [13] Rahman, I., Vasant, P.M., Singh, B.S.M., Abdullah-Al-Wadud, M., On the performance of accelerated particle swarm optimization for charging plug-in hybrid electric vehicles. Alexandria Eng. J. 55:1 (2016), 419–426.
    • (2016) Alexandria Eng. J. , vol.55 , Issue.1 , pp. 419-426
    • Rahman, I.1    Vasant, P.M.2    Singh, B.S.M.3    Abdullah-Al-Wadud, M.4
  • 14
    • 84859108521 scopus 로고    scopus 로고
    • Modeling of interactions between market regulations and behavior of plug-in electric vehicle aggregators in a virtual power market environment
    • [14] Shafie-khah, M., Moghaddam, M.P., Sheikh-El-Eslami, M.K., Rahmani-Andebili, M., Modeling of interactions between market regulations and behavior of plug-in electric vehicle aggregators in a virtual power market environment. Energy 40:1 (2015), 139–150.
    • (2015) Energy , vol.40 , Issue.1 , pp. 139-150
    • Shafie-khah, M.1    Moghaddam, M.P.2    Sheikh-El-Eslami, M.K.3    Rahmani-Andebili, M.4
  • 15
    • 84959306114 scopus 로고    scopus 로고
    • Contribution of plug-in hybrid electric vehicles in power system uncertainty management
    • [15] Aghaei, J., Esmaeel Nezhad, A., Rabiee, A., Rahimi, E., Contribution of plug-in hybrid electric vehicles in power system uncertainty management. Renew. Sust. Energy Rev. 59 (2016), 450–458.
    • (2016) Renew. Sust. Energy Rev. , vol.59 , pp. 450-458
    • Aghaei, J.1    Esmaeel Nezhad, A.2    Rabiee, A.3    Rahimi, E.4
  • 16
    • 84897602494 scopus 로고    scopus 로고
    • A scalable stochastic model for the electricity demand of electric and plug-in hybrid vehicles
    • [16] Alizadeh, M., Scaglione, A., Davies, J., Kurani, K.S., A scalable stochastic model for the electricity demand of electric and plug-in hybrid vehicles. IEEE Trans. Smart Grid 5:March (2) (2014), 848–860.
    • (2014) IEEE Trans. Smart Grid , vol.5 , Issue.2 , pp. 848-860
    • Alizadeh, M.1    Scaglione, A.2    Davies, J.3    Kurani, K.S.4
  • 17
    • 80053190867 scopus 로고    scopus 로고
    • Aggregated impact of plug-in hybrid electric vehicles on electricity demand profile
    • [17] Darabi, Z., Ferdowsi, M., Aggregated impact of plug-in hybrid electric vehicles on electricity demand profile. IEEE Trans. Sustain. Energy, 2(October (4)), 2011.
    • (2011) IEEE Trans. Sustain. Energy , vol.2 , Issue.4
    • Darabi, Z.1    Ferdowsi, M.2
  • 18
    • 84883284522 scopus 로고    scopus 로고
    • Investigating the impacts of plug-in hybrid electric vehicles on power distribution systems
    • [18] Shafiee, S., Fotuhi-Firuzabad, M., Rastegar, M., Investigating the impacts of plug-in hybrid electric vehicles on power distribution systems. IEEE Trans. Smart Grid, 4(September (3)), 2013.
    • (2013) IEEE Trans. Smart Grid , vol.4 , Issue.3
    • Shafiee, S.1    Fotuhi-Firuzabad, M.2    Rastegar, M.3
  • 19
    • 80052070344 scopus 로고    scopus 로고
    • Real time coordination of plug-in electric vehicle charging in smart grids to minimize power losses and improve voltage profile
    • [19] Deilami, S., Masoum, A.S., Moses, P.S., Masoum, M.A.S., Real time coordination of plug-in electric vehicle charging in smart grids to minimize power losses and improve voltage profile. IEEE Trans. Smart Grid 2:September (3) (2011), 456–467.
    • (2011) IEEE Trans. Smart Grid , vol.2 , Issue.3 , pp. 456-467
    • Deilami, S.1    Masoum, A.S.2    Moses, P.S.3    Masoum, M.A.S.4
  • 20
    • 84906788733 scopus 로고    scopus 로고
    • A survey on electric power demand forecasting: future trends in smart grids, microgrids and smart buildings
    • [20] Hernandez, L., et al. A survey on electric power demand forecasting: future trends in smart grids, microgrids and smart buildings. IEEE Commun. Surv. Tutor. 16:3 (2013), 1–36.
    • (2013) IEEE Commun. Surv. Tutor. , vol.16 , Issue.3 , pp. 1-36
    • Hernandez, L.1
  • 22
    • 0023399522 scopus 로고
    • The time series approach to short term load forecasting
    • [22] Hagan, M.T., Behr, S.M., The time series approach to short term load forecasting. IEEE Trans. Power Syst. 2:3 (1987), 785–791.
    • (1987) IEEE Trans. Power Syst. , vol.2 , Issue.3 , pp. 785-791
    • Hagan, M.T.1    Behr, S.M.2
  • 23
    • 85047678405 scopus 로고    scopus 로고
    • Hybrid adaptive techniques for electric-load forecast using ANN and ARIMA
    • [23] El Desouky, A.A., Elkateb, M.M., Hybrid adaptive techniques for electric-load forecast using ANN and ARIMA. IEE Proc. Generat. Transm. Distrib., 147(4), 2000.
    • (2000) IEE Proc. Generat. Transm. Distrib. , vol.147 , Issue.4
    • El Desouky, A.A.1    Elkateb, M.M.2
  • 24
    • 0037243071 scopus 로고    scopus 로고
    • Time series forecasting using a hybrid ARIMA and neural network model
    • [24] Zhang, G.P., Time series forecasting using a hybrid ARIMA and neural network model. Neurocomputing 50 (2003), 159–175.
    • (2003) Neurocomputing , vol.50 , pp. 159-175
    • Zhang, G.P.1
  • 25
    • 36348992080 scopus 로고    scopus 로고
    • Short-term load forecasting methods: an evaluation based on European data
    • [25] Taylor, J.W., McSharry, P.E., Short-term load forecasting methods: an evaluation based on European data. IEEE Trans. Power Syst. 22:4 (2007), 2213–2219.
    • (2007) IEEE Trans. Power Syst. , vol.22 , Issue.4 , pp. 2213-2219
    • Taylor, J.W.1    McSharry, P.E.2
  • 26
    • 84923003976 scopus 로고    scopus 로고
    • Fast prediction for sparse time series: demand forecast of EV charging stations for cell phone applications
    • [26] Majidpour, M., Qiu, C., Chu, P., Gadh, R., Pota, H.R., Fast prediction for sparse time series: demand forecast of EV charging stations for cell phone applications. IEEE Trans. Ind. Informat., 2015.
    • (2015) IEEE Trans. Ind. Informat.
    • Majidpour, M.1    Qiu, C.2    Chu, P.3    Gadh, R.4    Pota, H.R.5
  • 27
    • 84946600347 scopus 로고    scopus 로고
    • Load forecasting, dynamic pricing and DSM in smart grid: a review
    • [27] Raza Khan, A., et al. Load forecasting, dynamic pricing and DSM in smart grid: a review. Renew. Sust. Energy Rev. 54 (2016), 1311–1322.
    • (2016) Renew. Sust. Energy Rev. , vol.54 , pp. 1311-1322
    • Raza Khan, A.1
  • 28
    • 84994426759 scopus 로고    scopus 로고
    • Modeling and forecasting self-similar power load due to EV fast chargers
    • [28] Korolko, N., et al. Modeling and forecasting self-similar power load due to EV fast chargers. IEEE Trans. Smart Grid, 2015.
    • (2015) IEEE Trans. Smart Grid
    • Korolko, N.1
  • 29
    • 78149416472 scopus 로고    scopus 로고
    • Power System Level Impacts of Plug-in Hybrid Vehicles
    • Power Systems Engineering Research Center (PSERC)
    • [29] Meliopoulos, S., Power System Level Impacts of Plug-in Hybrid Vehicles. 2009, Power Systems Engineering Research Center (PSERC).
    • (2009)
    • Meliopoulos, S.1
  • 30
    • 79956218260 scopus 로고    scopus 로고
    • Impact of drive cycle aggressiveness and speed on HEVs fuel consumption sensitivity
    • Argonne National Lab (Online). Available
    • [30] Sharer, P., Leydier, R., Rousseau, A., Impact of drive cycle aggressiveness and speed on HEVs fuel consumption sensitivity. 2007, Argonne National Lab (Online). Available http://www.transportation.anl.gov/modeling_simulation/PSAT/psat_presentations.html.
    • (2007)
    • Sharer, P.1    Leydier, R.2    Rousseau, A.3
  • 31
    • 84862777173 scopus 로고    scopus 로고
    • Modeling of plug-in hybrid electric vehicle charging demand in probabilistic power flow calculations
    • [31] Li, G., Zhang, X.-P., Modeling of plug-in hybrid electric vehicle charging demand in probabilistic power flow calculations. IEEE Trans. Smart Grid, 3(March (1)), 2012.
    • (2012) IEEE Trans. Smart Grid , vol.3 , Issue.1
    • Li, G.1    Zhang, X.-P.2
  • 32
    • 85027940382 scopus 로고    scopus 로고
    • Distributed security-constrained unit commitment for large-scale power systems
    • [32] Kargarian, A., Fu, Y., Li, Z., Distributed security-constrained unit commitment for large-scale power systems. IEEE Trans. Power Syst. 30:4 (2015), 1925–1936.
    • (2015) IEEE Trans. Power Syst. , vol.30 , Issue.4 , pp. 1925-1936
    • Kargarian, A.1    Fu, Y.2    Li, Z.3
  • 33
    • 80052053715 scopus 로고    scopus 로고
    • SCUC with hourly demand response considering intertemporal load characteristics
    • [33] Khodaei, A., Shahidehpour, M., Bahramirad, S., SCUC with hourly demand response considering intertemporal load characteristics. IEEE Trans. Smart Grid 2:3 (2011), 564–571.
    • (2011) IEEE Trans. Smart Grid , vol.2 , Issue.3 , pp. 564-571
    • Khodaei, A.1    Shahidehpour, M.2    Bahramirad, S.3
  • 34
    • 34248512634 scopus 로고    scopus 로고
    • Stochastic security-constrained unit commitment
    • [34] Wu, L., Shahidehpour, M., Li, T., Stochastic security-constrained unit commitment. IEEE Trans. Power Syst. 22:2 (2007), 800–811.
    • (2007) IEEE Trans. Power Syst. , vol.22 , Issue.2 , pp. 800-811
    • Wu, L.1    Shahidehpour, M.2    Li, T.3
  • 35
    • 84890257470 scopus 로고    scopus 로고
    • Stochastic security constrained unit commitment incorporating demand side reserve
    • [35] Sahebi, M.M.R., Hosseini, S.H., Stochastic security constrained unit commitment incorporating demand side reserve. Int. J. Electr. Power Energy Syst. 56 (2014), 175–184.
    • (2014) Int. J. Electr. Power Energy Syst. , vol.56 , pp. 175-184
    • Sahebi, M.M.R.1    Hosseini, S.H.2
  • 36
    • 84903315462 scopus 로고    scopus 로고
    • Chance-constrained day-ahead scheduling in stochastic power system operation
    • [36] Wu, H., Shahidehpour, M., Li, Z., Tian, W., Chance-constrained day-ahead scheduling in stochastic power system operation. IEEE Trans. Power Syst. 29:July (4) (2014), 1583–1591.
    • (2014) IEEE Trans. Power Syst. , vol.29 , Issue.4 , pp. 1583-1591
    • Wu, H.1    Shahidehpour, M.2    Li, Z.3    Tian, W.4
  • 37
    • 33751324627 scopus 로고    scopus 로고
    • Introduction to chance-constrained programming. Tutorial Paper for the Stochastic Programming Community Home Page
    • [37] Henrion, R., Introduction to chance-constrained programming. Tutorial Paper for the Stochastic Programming Community Home Page. 2004.
    • (2004)
    • Henrion, R.1
  • 38
    • 0003410675 scopus 로고
    • Stochastic Programming
    • Kluwer Dordrecht, The Netherlands
    • [38] Prékopa, A., Stochastic Programming. 1995, Kluwer, Dordrecht, The Netherlands.
    • (1995)
    • Prékopa, A.1


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