A stochastic programming approach for electric vehicle charging station expansion plans

The projected and current adoption rates of electric vehicles are increasing. Electric vehicles need to be recharged continually over time, and the energy required to ensure that is immense and growing. Given that existing infrastructure is insufficient to supply the projected energy needs, models a...

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Published in:International journal of production economics Vol. 220; p. 107461
Main Authors: Kabli, Mohannad, Quddus, Md Abdul, Nurre, Sarah G., Marufuzzaman, Mohammad, Usher, John M.
Format: Journal Article
Language:English
Published: Elsevier B.V 01.02.2020
Elsevier Science Publishers
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ISSN:0925-5273, 1873-7579
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Abstract The projected and current adoption rates of electric vehicles are increasing. Electric vehicles need to be recharged continually over time, and the energy required to ensure that is immense and growing. Given that existing infrastructure is insufficient to supply the projected energy needs, models are necessary to help decision makers plan for how to best expand the power grid to meet this need. A successful power grid expansion is one that enables charging stations to service the electric vehicle community. Thus, plans for power expansion need to be coordinated between the power grid and charging station investors. In this paper, we present a two-stage stochastic programming approach that can be used to determine a power grid expansion plan that supports the energy needs, or load, from an uncertain set of electric vehicles geographically dispersed over a region. The first stage determines where to expand the power grid, and the second stage determines where to locate charging stations. The key link between the first and second stage decisions is that charging stations can only be located in areas with sufficient power supply enabled by an expanded power grid. To solve the model, we utilize a hybrid approach that combines Sample Average Approximation and an enhanced Progressive Hedging algorithm. We enhance the Progressive hedging algorithm by applying rolling horizon and variable fixing techniques. To validate the proposed model and gain key insights, we perform computational experiments using realistic data representing the Washington, DC area. Our computational results indicate the robustness of the proposed algorithm while providing a number of managerial insights to the decision makers.
AbstractList The projected and current adoption rates of electric vehicles are increasing. Electric vehicles need to be recharged continually over time, and the energy required to ensure that is immense and growing. Given that existing infrastructure is insufficient to supply the projected energy needs, models are necessary to help decision makers plan for how to best expand the power grid to meet this need. A successful power grid expansion is one that enables charging stations to service the electric vehicle community. Thus, plans for power expansion need to be coordinated between the power grid and charging station investors. In this paper, we present a two-stage stochastic programming approach that can be used to determine a power grid expansion plan that supports the energy needs, or load, from an uncertain set of electric vehicles geographically dispersed over a region. The first stage determines where to expand the power grid, and the second stage determines where to locate charging stations. The key link between the first and second stage decisions is that charging stations can only be located in areas with sufficient power supply enabled by an expanded power grid. To solve the model, we utilize a hybrid approach that combines Sample Average Approximation and an enhanced Progressive Hedging algorithm. We enhance the Progressive hedging algorithm by applying rolling horizon and variable fixing techniques. To validate the proposed model and gain key insights, we perform computational experiments using realistic data representing the Washington, DC area. Our computational results indicate the robustness of the proposed algorithm while providing a number of managerial insights to the decision makers.
ArticleNumber 107461
Audience Trade
Author Marufuzzaman, Mohammad
Kabli, Mohannad
Quddus, Md Abdul
Usher, John M.
Nurre, Sarah G.
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  givenname: Sarah G.
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  email: usher@ise.msstate.edu
  organization: Department of Industrial and Systems Engineering, Mississippi State University, Starkville, MS, 39759-9542, USA
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Cites_doi 10.1109/TPWRS.2010.2086083
10.1021/ie030308+
10.1002/wrcr.20254
10.1016/j.tre.2011.08.004
10.1007/BF02204860
10.1016/j.ejor.2008.11.040
10.1109/TSG.2011.2168431
10.1016/j.tre.2009.03.002
10.1016/j.trd.2014.10.010
10.1287/opre.29.3.464
10.1016/j.tre.2015.10.009
10.1016/j.compchemeng.2011.04.006
10.1007/BF02204861
10.1016/j.ejor.2004.01.046
10.1007/BF02680569
10.1287/trsc.1120.0430
10.1016/j.ijepes.2009.03.032
10.1109/TIE.2009.2025711
10.1016/j.trc.2016.04.010
10.1137/S1052623499363220
10.1016/j.tre.2006.10.013
10.1016/j.ejor.2014.10.029
10.1016/j.ejor.2016.02.040
10.1016/j.seps.2004.03.001
10.1002/net.20456
10.1109/JSAC.2013.130707
10.1016/j.tre.2013.07.003
10.1016/j.trd.2013.02.014
10.1109/TSG.2011.2173507
10.1007/s10732-008-9076-0
10.1016/j.trd.2016.06.010
10.1016/j.trb.2012.09.007
10.1016/S0167-6377(98)00054-6
10.1109/TSTE.2014.2372044
10.1109/TPWRS.2011.2158247
10.1007/BF02204862
10.1287/opre.46.3.381
10.1287/moor.16.1.119
10.1287/mnsc.1120.1672
10.1287/trsc.2013.0498
10.1007/s10287-010-0125-4
10.3141/2252-12
10.1016/j.cor.2018.08.010
10.1023/A:1021814225969
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Keywords Electric vehicles
Transportation
Progressive hedging
Charging station
Sample average approximation
Language English
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References Pan, Bent, Berscheid, Izraelevitz (bib45) 2010
Sundstroem, Binding (bib55) 2012; 3
Helgason, Wallace (bib24) 1991; 31
Huang, Fan, Chen (bib26) 2014; 48
National Public Radio (bib42) 2016
Richardson, Flynn, Keane (bib49) 2012; 27
Rockafellar, Wets (bib50) 1991; 16
Chung, Kwon (bib11) 2015; 242
Jia, Hu, Song, Luo (bib30) 2012
Rezvani, Jansson, Bodin (bib47) 2015; 34
Balasubramanian, Grossmann (bib4) 2004; 43
Baouche, Billot, Trigui, El Faouzi (bib5) 2014; 6
Ravichandran, Sirouspour, Malysz, Emadi (bib46) 2016
Santoso, Ahmed, Goetschalckx, Shapiro (bib53) 2005; 167
Hvattum, Lokketangen (bib27) 2009; 15
Xi, Sioshansi, Marano (bib67) 2013
Yunus, De La Parra, Reza (bib68) 2011
Ip, Fong, Liu (bib29) 2010
Verweij, Ahmed, Kleywegt, Nemhauser, Shapiro (bib60) 2003; 24
Galus, Andersson (bib16) 2008
He, Venkatesh, Guan (bib22) 2012; 3
Marufuzzaman, Eksioglu (bib39) 2016
Kostina, Guillen-Gosalbeza, Meleb, Bagajewiczc, Jimeneza (bib32) 2011; 35
Kleywegt, Shapiro, Homem-De-Mello (bib31) 2001; 12
Carpentier, Gendreau, Bastin (bib7) 2013; 49
Watson, Woodruff (bib66) 2011; 8
Wallace, Helgason (bib61) 1991; 31
Santos, da Silva, Finardi, Goncalves (bib52) 2009; 31
Hosseini, MirHassani (bib25) 2015; 84
Frade, Ribeiro, Gonçalves (bib48) 2011
Wang, Lin (bib63) 2013; 58
Guo, Deride, Fan (bib20) 2016; 68
Agenbroad, Hollland (bib1) 2014
U.S. Department of Energy (bib59) 2014
Hajimiragha, Canizares, Fowler, Elkamel (bib21) 2010; 57
Chen, Fan (bib9) 2012; 48
Institute for Renewable Energy (bib28) 2016
Norkin, Pflug, Ruszczynski (bib44) 1998; 83
Sweda, Klabjan (bib56) 2011
Wang, Huang, Zhang, Xia (bib64) 2010
Chang, Tseng, Chen (bib8) 2007; 43
Kuby, Lim (bib33) 2005; 39
MirHassani, Ebrazi (bib40) 2012; 47
(bib18) 2013
He, Wu, Yin, Guan (bib23) 2013; 47
City Light (bib12) 2010
Zhu, Lambotharan, Chin, Fan (bib69) 2014
Crainic, Fu, Gendreau, Rei, Wallace (bib14) 2011; 58
Norkin, Ermoliev, Ruszczynski (bib43) 1998; 46
Tong, Li (bib58) 2016; 47
Chen, Kockelman (bib10) 2013
Rotering, Ilic (bib51) 2011; 26
Gabriel Crainic, Gobbato, Guido, Walter (bib15) 2016; 253
Washington State Department of Transportation (bib65) 2015
(bib57) 2016
Clean Technica (bib13) 2016
Mak, Morton, Wood (bib36) 1999; 24
Schutz, Tomasgard, Ahmed (bib54) 2009
Gul, Denton, Fowler (bib19) 2015
(bib3) 2016
Magnanti, Wong (bib35) 1981; 29
Liu, Wang, Jia, Djilali, Zhang (bib34) 2015; 6
Mulvey, Vladimirou (bib41) 1991; 31
Akhavan-Rezai, Shaaban, El-Saadany, Karray (bib2) 2015
Bayram, Michailidis, Devetsikiotis, Granelli (bib6) 2013; 31
Ge, Feng, Liu (bib17) 2011
Mak, Rong, Shen (bib37) 2013; 59
Wang, Lin (bib62) 2009; 45
Manerba, Guido (bib38) 2019; 101
Schutz (10.1016/j.ijpe.2019.07.034_bib54) 2009
Kostina (10.1016/j.ijpe.2019.07.034_bib32) 2011; 35
Santos (10.1016/j.ijpe.2019.07.034_bib52) 2009; 31
Institute for Renewable Energy (10.1016/j.ijpe.2019.07.034_bib28)
U.S. Department of Energy (10.1016/j.ijpe.2019.07.034_bib59)
Gabriel Crainic (10.1016/j.ijpe.2019.07.034_bib15) 2016; 253
Wallace (10.1016/j.ijpe.2019.07.034_bib61) 1991; 31
Agenbroad (10.1016/j.ijpe.2019.07.034_bib1) 2014
Guo (10.1016/j.ijpe.2019.07.034_bib20) 2016; 68
Magnanti (10.1016/j.ijpe.2019.07.034_bib35) 1981; 29
MirHassani (10.1016/j.ijpe.2019.07.034_bib40) 2012; 47
Chung (10.1016/j.ijpe.2019.07.034_bib11) 2015; 242
Santoso (10.1016/j.ijpe.2019.07.034_bib53) 2005; 167
Chen (10.1016/j.ijpe.2019.07.034_bib9) 2012; 48
Pan (10.1016/j.ijpe.2019.07.034_bib45) 2010
Norkin (10.1016/j.ijpe.2019.07.034_bib44) 1998; 83
Helgason (10.1016/j.ijpe.2019.07.034_bib24) 1991; 31
Hvattum (10.1016/j.ijpe.2019.07.034_bib27) 2009; 15
Yunus (10.1016/j.ijpe.2019.07.034_bib68) 2011
City Light (10.1016/j.ijpe.2019.07.034_bib12)
Wang (10.1016/j.ijpe.2019.07.034_bib64) 2010
Washington State Department of Transportation (10.1016/j.ijpe.2019.07.034_bib65)
Manerba (10.1016/j.ijpe.2019.07.034_bib38) 2019; 101
Sweda (10.1016/j.ijpe.2019.07.034_bib56) 2011
Norkin (10.1016/j.ijpe.2019.07.034_bib43) 1998; 46
Rezvani (10.1016/j.ijpe.2019.07.034_bib47) 2015; 34
Galus (10.1016/j.ijpe.2019.07.034_bib16) 2008
Zhu (10.1016/j.ijpe.2019.07.034_bib69) 2014
Jia (10.1016/j.ijpe.2019.07.034_bib30) 2012
Marufuzzaman (10.1016/j.ijpe.2019.07.034_bib39) 2016
Carpentier (10.1016/j.ijpe.2019.07.034_bib7) 2013; 49
He (10.1016/j.ijpe.2019.07.034_bib23) 2013; 47
Chen (10.1016/j.ijpe.2019.07.034_bib10) 2013
Wang (10.1016/j.ijpe.2019.07.034_bib62) 2009; 45
Ge (10.1016/j.ijpe.2019.07.034_bib17) 2011
Frade (10.1016/j.ijpe.2019.07.034_bib48) 2011
Hajimiragha (10.1016/j.ijpe.2019.07.034_bib21) 2010; 57
Ravichandran (10.1016/j.ijpe.2019.07.034_bib46) 2016
Kleywegt (10.1016/j.ijpe.2019.07.034_bib31) 2001; 12
Rotering (10.1016/j.ijpe.2019.07.034_bib51) 2011; 26
Clean Technica (10.1016/j.ijpe.2019.07.034_bib13)
Kuby (10.1016/j.ijpe.2019.07.034_bib33) 2005; 39
Bayram (10.1016/j.ijpe.2019.07.034_bib6) 2013; 31
Chang (10.1016/j.ijpe.2019.07.034_bib8) 2007; 43
Gul (10.1016/j.ijpe.2019.07.034_bib19) 2015
Balasubramanian (10.1016/j.ijpe.2019.07.034_bib4) 2004; 43
Crainic (10.1016/j.ijpe.2019.07.034_bib14) 2011; 58
Mak (10.1016/j.ijpe.2019.07.034_bib36) 1999; 24
Rockafellar (10.1016/j.ijpe.2019.07.034_bib50) 1991; 16
Akhavan-Rezai (10.1016/j.ijpe.2019.07.034_bib2) 2015
Huang (10.1016/j.ijpe.2019.07.034_bib26) 2014; 48
Liu (10.1016/j.ijpe.2019.07.034_bib34) 2015; 6
Mak (10.1016/j.ijpe.2019.07.034_bib37) 2013; 59
Verweij (10.1016/j.ijpe.2019.07.034_bib60) 2003; 24
He (10.1016/j.ijpe.2019.07.034_bib22) 2012; 3
Mulvey (10.1016/j.ijpe.2019.07.034_bib41) 1991; 31
National Public Radio (10.1016/j.ijpe.2019.07.034_bib42)
Watson (10.1016/j.ijpe.2019.07.034_bib66) 2011; 8
Hosseini (10.1016/j.ijpe.2019.07.034_bib25) 2015; 84
Richardson (10.1016/j.ijpe.2019.07.034_bib49) 2012; 27
Wang (10.1016/j.ijpe.2019.07.034_bib63) 2013; 58
Ip (10.1016/j.ijpe.2019.07.034_bib29) 2010
Xi (10.1016/j.ijpe.2019.07.034_bib67) 2013
Baouche (10.1016/j.ijpe.2019.07.034_bib5) 2014; 6
Sundstroem (10.1016/j.ijpe.2019.07.034_bib55) 2012; 3
Tong (10.1016/j.ijpe.2019.07.034_bib58) 2016; 47
References_xml – year: 2014
  ident: bib59
  article-title: EV Everywhere Grand challenge road to success
– year: 2016
  ident: bib13
  article-title: EV charging station infrastructure costs
– volume: 49
  start-page: 2812
  year: 2013
  end-page: 2827
  ident: bib7
  article-title: Long-term management of a hydroelectric multireservoir system under uncertainty using the progressive hedging algorithm
  publication-title: Water Resour. Res.
– volume: 43
  start-page: 737
  year: 2007
  end-page: 754
  ident: bib8
  article-title: A scenario planning approach for the flood emergency logistics preparation problem under uncertainty
  publication-title: Transp. Res. E Logist. Transp. Rev.
– volume: 35
  start-page: 2540
  year: 2011
  end-page: 2563
  ident: bib32
  article-title: A novel rolling horizon strategy for the strategic planning of supply chains. Application to the sugar cane industry of Argentina
  publication-title: Comput. Chem. Eng.
– year: 2014
  ident: bib1
  article-title: EV Charging Station Infrastructure Costs
– year: 2015
  ident: bib19
  article-title: A multi-stage stochastic integer programming model for surgery planning
  publication-title: Inf. J. Comput.
– volume: 167
  start-page: 96
  year: 2005
  end-page: 115
  ident: bib53
  article-title: A stochastic programming approach for supply chain network design under uncertainty
  publication-title: Eur. J. Oper. Res.
– volume: 34
  start-page: 122
  year: 2015
  end-page: 136
  ident: bib47
  article-title: Advances in consumer electric vehicle adoption research: a review and research agenda
  publication-title: Transp. Res. Part D
– volume: 59
  start-page: 1557
  year: 2013
  end-page: 1575
  ident: bib37
  article-title: Infrastructure planning for electric vehicles with battery swapping
  publication-title: Manag. Sci.
– volume: 47
  start-page: 87
  year: 2013
  end-page: 101
  ident: bib23
  article-title: Optimal deployment of public charging stations for plug-in hybrid electric vehicles
  publication-title: Transp. Res. Part B
– year: 2013
  ident: bib10
  article-title: The electric vehicle charging station location problem: a parking-based assignment method for Seattle
  publication-title: Transportation Research Board 92nd Annual Meeting
– volume: 15
  start-page: 527
  year: 2009
  end-page: 557
  ident: bib27
  article-title: Using scenario trees and progressive hedging for stochastic inventory routing problems
  publication-title: J. Heuristics
– volume: 12
  start-page: 479
  year: 2001
  end-page: 502
  ident: bib31
  article-title: The sample average approximation method for stochastic discrete optimization
  publication-title: SIAM J. Optim.
– start-page: 1
  year: 2008
  end-page: 8
  ident: bib16
  article-title: Demand management of grid connected plug-in hybrid electric vehicles (PHEV)
  publication-title: IEEE Energy 2030 Conference
– volume: 31
  start-page: 399
  year: 1991
  end-page: 424
  ident: bib41
  article-title: Applying the progressive hedging algorithm to stochastic generalized networks
  publication-title: Ann. Oper. Res.
– start-page: 60
  year: 2013
  end-page: 69
  ident: bib67
  article-title: Simulation-optimization model for location of a public electric vehicle charging infrastructure
  publication-title: Transp. Res. Part D
– start-page: 2726
  year: 2011
  end-page: 2730
  ident: bib17
  article-title: The planning of electric vehicle charging station based on grid partition method
  publication-title: 2011 International Conference on Electrical and Control Engineering (ICECE)
– volume: 57
  start-page: 690
  year: 2010
  end-page: 701
  ident: bib21
  article-title: Optimal transition to plug-in hybrid electric vehicles in Ontario, Canada, considering the electricity-grid limitations
  publication-title: IEEE Trans. Ind. Electron.
– volume: 6
  start-page: 33
  year: 2014
  end-page: 43
  ident: bib5
  article-title: Efficient allocation of electric vehicles charging stations: optimization model and application to a dense urban network
  publication-title: IEEE Intell. Transp. Syst. Mag.
– volume: 24
  start-page: 289
  year: 2003
  end-page: 333
  ident: bib60
  article-title: The sample average approximation method applied to stochastic routing problems: a computational study
  publication-title: Comput. Optim. Appl.
– volume: 47
  start-page: 617
  year: 2012
  end-page: 628
  ident: bib40
  article-title: A flexible reformulation of the refueling station location problem
  publication-title: Transp. Sci.
– volume: 26
  start-page: 1021
  year: 2011
  end-page: 1029
  ident: bib51
  article-title: Optimal charge control of plug-in hybrid electric vehicles in deregulated electricity markets
  publication-title: IEEE Trans. Power Syst.
– volume: 39
  start-page: 125
  year: 2005
  end-page: 145
  ident: bib33
  article-title: The flow-refueling location problem for alternative-fuel vehicles
  publication-title: Soc. Econ. Plan. Sci.
– start-page: 64
  year: 2010
  end-page: 70
  ident: bib64
  article-title: A novel approach for the layout of electric vehicle charging station
  publication-title: International Conference on Apperceiving Computing and Intelligence Analysis
– volume: 101
  start-page: 29
  year: 2019
  end-page: 42
  ident: bib38
  article-title: New solution approaches for the capacitated supplier selection problem with total quantity discount and activation costs under demand uncertainty
  publication-title: Comput. Oper. Res.
– volume: 47
  start-page: 336
  year: 2016
  end-page: 356
  ident: bib58
  article-title: Market dynamics and indirect network effects in electric vehicle diffusion
  publication-title: Transp. Res. D Transp. Environ.
– volume: 16
  start-page: 119
  year: 1991
  end-page: 147
  ident: bib50
  article-title: Scenarios and policy aggregation in optimization under uncertainty
  publication-title: Math. Oper. Res.
– volume: 45
  start-page: 821
  year: 2009
  end-page: 829
  ident: bib62
  article-title: Locating road-vehicle refueling stations
  publication-title: Transp. Res. Part E
– start-page: 409
  year: 2009
  end-page: 419
  ident: bib54
  article-title: Supply chain design under uncertainty using sample average approximation and dual decomposition
  publication-title: Eur. J. Oper. Res.
– volume: 31
  start-page: 445
  year: 1991
  end-page: 456
  ident: bib61
  article-title: Structural properties of the progressive hedging algorithm
  publication-title: Ann. Oper. Res.
– start-page: 51
  year: 2014
  end-page: 56
  ident: bib69
  article-title: A stochastic optimization approach to aggregated electric vehicles charging in smart grids
– start-page: 1
  year: 2011
  end-page: 5
  ident: bib56
  article-title: An agent-based decision support system for electric vehicle charging infrastructure deployment
  publication-title: IEEE Vehicle Power and Propulsion Conference
– volume: 31
  start-page: 425
  year: 1991
  end-page: 444
  ident: bib24
  article-title: Approximate scenario solutions in the progressive hedging algorithm
  publication-title: Ann. Oper. Res.
– year: 2011
  ident: bib68
  article-title: Distribution grid impact of Plug-In Electric Vehicles charging at fast charging stations using stochastic charging model
  publication-title: Proceedings of the 2011-14th European Conference on Power Electronics and Applications
– year: 2010
  ident: bib29
  article-title: Optimization for allocating BEV recharging stations in urban areas by using hierarchical clustering
  publication-title: 6th International Conference on Advanced Information Management and Service
– volume: 24
  start-page: 47
  year: 1999
  end-page: 56
  ident: bib36
  article-title: Monte Carlo bounding techniques for determining solution quality in stochastic programs
  publication-title: Oper. Res. Lett.
– year: 2016
  ident: bib39
  article-title: Designing a Reliable and Dynamic Multi-Modal Transportation Network for Biofuel Supply Chain
– year: 2013
  ident: bib18
  article-title: General algebraic modeling system (GAMS)
– start-page: 173
  year: 2010
  end-page: 178
  ident: bib45
  article-title: Locating PHEV exchange stations in V2G
  publication-title: First IEEE International Conference on Smart Grid Communications
– volume: 253
  start-page: 404
  year: 2016
  end-page: 417
  ident: bib15
  article-title: Logistics capacity planning: a stochastic bin packing formulation and a progressive hedging meta-heuristic
  publication-title: Eur. J. Oper. Res.
– volume: 43
  start-page: 3695
  year: 2004
  end-page: 3713
  ident: bib4
  article-title: Approximation to multistage stochastic optimization in multiperiod batch plant scheduling under demand uncertainty
  publication-title: Ind. Eng. Chem. Res.
– volume: 6
  start-page: 325
  year: 2015
  end-page: 335
  ident: bib34
  article-title: Aggregation and bidirectional charging power control of plug-in hybrid electric vehicles: generation system Adequacy analysis
  publication-title: IEEE Trans. Sustain. Energy
– volume: 29
  start-page: 464
  year: 1981
  end-page: 484
  ident: bib35
  article-title: Accelerating Benders Decomposition: algorithmic enhancement and model selection criteria
  publication-title: Oper. Res.
– year: 2016
  ident: bib57
  article-title: Tesla. Model S
– volume: 46
  start-page: 381
  year: 1998
  end-page: 395
  ident: bib43
  article-title: On optimal allocation of indivisibles under uncertainty
  publication-title: Oper. Res.
– volume: 68
  start-page: 215
  year: 2016
  end-page: 227
  ident: bib20
  article-title: Infrastructure planning for fast charging stations in a competitive market
  publication-title: Transp. Res. C Emerg. Technol.
– volume: 27
  start-page: 268
  year: 2012
  end-page: 279
  ident: bib49
  article-title: Optimal charging of electric vehicles in low-voltage distribution systems
  publication-title: IEEE Trans. Power Syst.
– volume: 58
  start-page: 76
  year: 2013
  end-page: 87
  ident: bib63
  article-title: Locating multiple types of recharging stations for battery-powered electric vehicle transport
  publication-title: Transp. Res. Part E
– volume: 48
  start-page: 150
  year: 2012
  end-page: 164
  ident: bib9
  article-title: Bioethanol supply chain system planning under supply and demand uncertainities
  publication-title: Transp. Res. Part E
– volume: 84
  start-page: 101
  year: 2015
  end-page: 116
  ident: bib25
  article-title: Refueling-station location problem under uncertainty
  publication-title: Transp. Res. Part E
– start-page: 91
  year: 2011
  end-page: 98
  ident: bib48
  article-title: Optimal location of charging stations for electric vehicles in a neighborhood in Lisbon, Portugal
  publication-title: Transp. Res. Rec.
– volume: 242
  start-page: 677
  year: 2015
  end-page: 687
  ident: bib11
  article-title: Multi-period planning for electric car charging station locations: a case of Korean Expressways
  publication-title: Eur. J. Oper. Res.
– start-page: 1
  year: 2015
  end-page: 5
  ident: bib2
  article-title: Demand response through interactive incorporation of plug-in electric vehicles
  publication-title: 2015 IEEE Power Energy Society General Meeting
– year: 2010
  ident: bib12
  article-title: The impact of electric vehicles on system load
– year: 2016
  ident: bib3
  article-title: ArcGIS. Washington, DC
– volume: 31
  start-page: 546
  year: 2009
  end-page: 552
  ident: bib52
  article-title: Practical aspects in solving the medium-term operation planning problem of hydrothermal power systems by using the progressive hedging method
  publication-title: Int. J. Electr. Power Energy Syst.
– start-page: 1
  year: 2012
  end-page: 6
  ident: bib30
  article-title: Optimal siting and sizing of electric vehicle charging stations
  publication-title: IEEE International Electric Vehicle Conference
– year: 2016
  ident: bib42
  article-title: The price of electricity in your state
– volume: 8
  start-page: 355
  year: 2011
  end-page: 370
  ident: bib66
  article-title: Progressive hedging innovations for a class of stochastic mixed-integer resource allocation problems
  publication-title: Comput. Manag. Sci.
– volume: 83
  start-page: 425
  year: 1998
  end-page: 450
  ident: bib44
  article-title: A branch and bound method for stochastic global optimization
  publication-title: Math. Program.
– volume: 3
  start-page: 1095
  year: 2012
  end-page: 1105
  ident: bib22
  article-title: Optimal scheduling for charging and discharging of electric vehicles
  publication-title: IEEE Trans. Smart Grid
– volume: 48
  start-page: 540
  year: 2014
  end-page: 554
  ident: bib26
  article-title: An integrated bio-fuel supply chain against feedstock seasonality and uncertainty
  publication-title: Transp. Sci.
– year: 2016
  ident: bib28
  article-title: Power grid expansion and rising electricity prices Grid charges at 6-year low
– year: 2015
  ident: bib65
  article-title: Washington state electric vehicle action plan
– volume: 31
  start-page: 1235
  year: 2013
  end-page: 1246
  ident: bib6
  article-title: Electric power allocation in a network of fast charging stations
  publication-title: IEEE J. Sel. Area. Commun.
– volume: 3
  start-page: 26
  year: 2012
  end-page: 37
  ident: bib55
  article-title: Flexible charging optimization for electric vehicles considering distribution grid constraints
  publication-title: IEEE Trans. Smart Grid
– start-page: 1
  year: 2016
  end-page: 14
  ident: bib46
  article-title: A chance-constraints-based control strategy for microgrids with energy storage and integrated electric vehicles
  publication-title: IEEE Trans. Smart Grid
– volume: 58
  start-page: 114
  year: 2011
  end-page: 124
  ident: bib14
  article-title: Progressive hedging-based metaheuristics for stochastic network design
  publication-title: Networks
– volume: 26
  start-page: 1021
  issue: 3
  year: 2011
  ident: 10.1016/j.ijpe.2019.07.034_bib51
  article-title: Optimal charge control of plug-in hybrid electric vehicles in deregulated electricity markets
  publication-title: IEEE Trans. Power Syst.
  doi: 10.1109/TPWRS.2010.2086083
– volume: 43
  start-page: 3695
  issue: 14
  year: 2004
  ident: 10.1016/j.ijpe.2019.07.034_bib4
  article-title: Approximation to multistage stochastic optimization in multiperiod batch plant scheduling under demand uncertainty
  publication-title: Ind. Eng. Chem. Res.
  doi: 10.1021/ie030308+
– volume: 49
  start-page: 2812
  issue: 5
  year: 2013
  ident: 10.1016/j.ijpe.2019.07.034_bib7
  article-title: Long-term management of a hydroelectric multireservoir system under uncertainty using the progressive hedging algorithm
  publication-title: Water Resour. Res.
  doi: 10.1002/wrcr.20254
– start-page: 1
  year: 2015
  ident: 10.1016/j.ijpe.2019.07.034_bib2
  article-title: Demand response through interactive incorporation of plug-in electric vehicles
– start-page: 1
  year: 2011
  ident: 10.1016/j.ijpe.2019.07.034_bib56
  article-title: An agent-based decision support system for electric vehicle charging infrastructure deployment
– volume: 48
  start-page: 150
  year: 2012
  ident: 10.1016/j.ijpe.2019.07.034_bib9
  article-title: Bioethanol supply chain system planning under supply and demand uncertainities
  publication-title: Transp. Res. Part E
  doi: 10.1016/j.tre.2011.08.004
– volume: 31
  start-page: 399
  year: 1991
  ident: 10.1016/j.ijpe.2019.07.034_bib41
  article-title: Applying the progressive hedging algorithm to stochastic generalized networks
  publication-title: Ann. Oper. Res.
  doi: 10.1007/BF02204860
– start-page: 409
  year: 2009
  ident: 10.1016/j.ijpe.2019.07.034_bib54
  article-title: Supply chain design under uncertainty using sample average approximation and dual decomposition
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2008.11.040
– volume: 3
  start-page: 26
  issue: 1
  year: 2012
  ident: 10.1016/j.ijpe.2019.07.034_bib55
  article-title: Flexible charging optimization for electric vehicles considering distribution grid constraints
  publication-title: IEEE Trans. Smart Grid
  doi: 10.1109/TSG.2011.2168431
– volume: 45
  start-page: 821
  issue: 5
  year: 2009
  ident: 10.1016/j.ijpe.2019.07.034_bib62
  article-title: Locating road-vehicle refueling stations
  publication-title: Transp. Res. Part E
  doi: 10.1016/j.tre.2009.03.002
– volume: 34
  start-page: 122
  year: 2015
  ident: 10.1016/j.ijpe.2019.07.034_bib47
  article-title: Advances in consumer electric vehicle adoption research: a review and research agenda
  publication-title: Transp. Res. Part D
  doi: 10.1016/j.trd.2014.10.010
– volume: 29
  start-page: 464
  year: 1981
  ident: 10.1016/j.ijpe.2019.07.034_bib35
  article-title: Accelerating Benders Decomposition: algorithmic enhancement and model selection criteria
  publication-title: Oper. Res.
  doi: 10.1287/opre.29.3.464
– volume: 84
  start-page: 101
  year: 2015
  ident: 10.1016/j.ijpe.2019.07.034_bib25
  article-title: Refueling-station location problem under uncertainty
  publication-title: Transp. Res. Part E
  doi: 10.1016/j.tre.2015.10.009
– volume: 35
  start-page: 2540
  year: 2011
  ident: 10.1016/j.ijpe.2019.07.034_bib32
  article-title: A novel rolling horizon strategy for the strategic planning of supply chains. Application to the sugar cane industry of Argentina
  publication-title: Comput. Chem. Eng.
  doi: 10.1016/j.compchemeng.2011.04.006
– volume: 31
  start-page: 425
  year: 1991
  ident: 10.1016/j.ijpe.2019.07.034_bib24
  article-title: Approximate scenario solutions in the progressive hedging algorithm
  publication-title: Ann. Oper. Res.
  doi: 10.1007/BF02204861
– start-page: 1
  year: 2008
  ident: 10.1016/j.ijpe.2019.07.034_bib16
  article-title: Demand management of grid connected plug-in hybrid electric vehicles (PHEV)
– ident: 10.1016/j.ijpe.2019.07.034_bib42
– year: 2016
  ident: 10.1016/j.ijpe.2019.07.034_bib39
– ident: 10.1016/j.ijpe.2019.07.034_bib13
– volume: 167
  start-page: 96
  year: 2005
  ident: 10.1016/j.ijpe.2019.07.034_bib53
  article-title: A stochastic programming approach for supply chain network design under uncertainty
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2004.01.046
– year: 2013
  ident: 10.1016/j.ijpe.2019.07.034_bib10
  article-title: The electric vehicle charging station location problem: a parking-based assignment method for Seattle
– volume: 83
  start-page: 425
  issue: 3
  year: 1998
  ident: 10.1016/j.ijpe.2019.07.034_bib44
  article-title: A branch and bound method for stochastic global optimization
  publication-title: Math. Program.
  doi: 10.1007/BF02680569
– start-page: 1
  year: 2012
  ident: 10.1016/j.ijpe.2019.07.034_bib30
  article-title: Optimal siting and sizing of electric vehicle charging stations
– volume: 47
  start-page: 617
  issue: 4
  year: 2012
  ident: 10.1016/j.ijpe.2019.07.034_bib40
  article-title: A flexible reformulation of the refueling station location problem
  publication-title: Transp. Sci.
  doi: 10.1287/trsc.1120.0430
– start-page: 173
  year: 2010
  ident: 10.1016/j.ijpe.2019.07.034_bib45
  article-title: Locating PHEV exchange stations in V2G
– volume: 31
  start-page: 546
  year: 2009
  ident: 10.1016/j.ijpe.2019.07.034_bib52
  article-title: Practical aspects in solving the medium-term operation planning problem of hydrothermal power systems by using the progressive hedging method
  publication-title: Int. J. Electr. Power Energy Syst.
  doi: 10.1016/j.ijepes.2009.03.032
– start-page: 64
  year: 2010
  ident: 10.1016/j.ijpe.2019.07.034_bib64
  article-title: A novel approach for the layout of electric vehicle charging station
– volume: 57
  start-page: 690
  issue: 2
  year: 2010
  ident: 10.1016/j.ijpe.2019.07.034_bib21
  article-title: Optimal transition to plug-in hybrid electric vehicles in Ontario, Canada, considering the electricity-grid limitations
  publication-title: IEEE Trans. Ind. Electron.
  doi: 10.1109/TIE.2009.2025711
– volume: 68
  start-page: 215
  year: 2016
  ident: 10.1016/j.ijpe.2019.07.034_bib20
  article-title: Infrastructure planning for fast charging stations in a competitive market
  publication-title: Transp. Res. C Emerg. Technol.
  doi: 10.1016/j.trc.2016.04.010
– volume: 12
  start-page: 479
  year: 2001
  ident: 10.1016/j.ijpe.2019.07.034_bib31
  article-title: The sample average approximation method for stochastic discrete optimization
  publication-title: SIAM J. Optim.
  doi: 10.1137/S1052623499363220
– start-page: 1
  issue: 99
  year: 2016
  ident: 10.1016/j.ijpe.2019.07.034_bib46
  article-title: A chance-constraints-based control strategy for microgrids with energy storage and integrated electric vehicles
  publication-title: IEEE Trans. Smart Grid
– volume: 43
  start-page: 737
  issue: 6
  year: 2007
  ident: 10.1016/j.ijpe.2019.07.034_bib8
  article-title: A scenario planning approach for the flood emergency logistics preparation problem under uncertainty
  publication-title: Transp. Res. E Logist. Transp. Rev.
  doi: 10.1016/j.tre.2006.10.013
– volume: 242
  start-page: 677
  year: 2015
  ident: 10.1016/j.ijpe.2019.07.034_bib11
  article-title: Multi-period planning for electric car charging station locations: a case of Korean Expressways
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2014.10.029
– volume: 253
  start-page: 404
  issue: 2
  year: 2016
  ident: 10.1016/j.ijpe.2019.07.034_bib15
  article-title: Logistics capacity planning: a stochastic bin packing formulation and a progressive hedging meta-heuristic
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2016.02.040
– volume: 39
  start-page: 125
  issue: 2
  year: 2005
  ident: 10.1016/j.ijpe.2019.07.034_bib33
  article-title: The flow-refueling location problem for alternative-fuel vehicles
  publication-title: Soc. Econ. Plan. Sci.
  doi: 10.1016/j.seps.2004.03.001
– year: 2015
  ident: 10.1016/j.ijpe.2019.07.034_bib19
  article-title: A multi-stage stochastic integer programming model for surgery planning
  publication-title: Inf. J. Comput.
– year: 2011
  ident: 10.1016/j.ijpe.2019.07.034_bib68
  article-title: Distribution grid impact of Plug-In Electric Vehicles charging at fast charging stations using stochastic charging model
– ident: 10.1016/j.ijpe.2019.07.034_bib28
– volume: 58
  start-page: 114
  year: 2011
  ident: 10.1016/j.ijpe.2019.07.034_bib14
  article-title: Progressive hedging-based metaheuristics for stochastic network design
  publication-title: Networks
  doi: 10.1002/net.20456
– volume: 6
  start-page: 33
  issue: 3
  year: 2014
  ident: 10.1016/j.ijpe.2019.07.034_bib5
  article-title: Efficient allocation of electric vehicles charging stations: optimization model and application to a dense urban network
  publication-title: IEEE Intell. Transp. Syst. Mag.
– volume: 31
  start-page: 1235
  issue: 7
  year: 2013
  ident: 10.1016/j.ijpe.2019.07.034_bib6
  article-title: Electric power allocation in a network of fast charging stations
  publication-title: IEEE J. Sel. Area. Commun.
  doi: 10.1109/JSAC.2013.130707
– volume: 58
  start-page: 76
  year: 2013
  ident: 10.1016/j.ijpe.2019.07.034_bib63
  article-title: Locating multiple types of recharging stations for battery-powered electric vehicle transport
  publication-title: Transp. Res. Part E
  doi: 10.1016/j.tre.2013.07.003
– ident: 10.1016/j.ijpe.2019.07.034_bib12
– start-page: 2726
  year: 2011
  ident: 10.1016/j.ijpe.2019.07.034_bib17
  article-title: The planning of electric vehicle charging station based on grid partition method
– start-page: 51
  year: 2014
  ident: 10.1016/j.ijpe.2019.07.034_bib69
– start-page: 60
  year: 2013
  ident: 10.1016/j.ijpe.2019.07.034_bib67
  article-title: Simulation-optimization model for location of a public electric vehicle charging infrastructure
  publication-title: Transp. Res. Part D
  doi: 10.1016/j.trd.2013.02.014
– volume: 3
  start-page: 1095
  issue: 3
  year: 2012
  ident: 10.1016/j.ijpe.2019.07.034_bib22
  article-title: Optimal scheduling for charging and discharging of electric vehicles
  publication-title: IEEE Trans. Smart Grid
  doi: 10.1109/TSG.2011.2173507
– volume: 15
  start-page: 527
  year: 2009
  ident: 10.1016/j.ijpe.2019.07.034_bib27
  article-title: Using scenario trees and progressive hedging for stochastic inventory routing problems
  publication-title: J. Heuristics
  doi: 10.1007/s10732-008-9076-0
– volume: 47
  start-page: 336
  year: 2016
  ident: 10.1016/j.ijpe.2019.07.034_bib58
  article-title: Market dynamics and indirect network effects in electric vehicle diffusion
  publication-title: Transp. Res. D Transp. Environ.
  doi: 10.1016/j.trd.2016.06.010
– volume: 47
  start-page: 87
  year: 2013
  ident: 10.1016/j.ijpe.2019.07.034_bib23
  article-title: Optimal deployment of public charging stations for plug-in hybrid electric vehicles
  publication-title: Transp. Res. Part B
  doi: 10.1016/j.trb.2012.09.007
– volume: 24
  start-page: 47
  year: 1999
  ident: 10.1016/j.ijpe.2019.07.034_bib36
  article-title: Monte Carlo bounding techniques for determining solution quality in stochastic programs
  publication-title: Oper. Res. Lett.
  doi: 10.1016/S0167-6377(98)00054-6
– volume: 6
  start-page: 325
  issue: 2
  year: 2015
  ident: 10.1016/j.ijpe.2019.07.034_bib34
  article-title: Aggregation and bidirectional charging power control of plug-in hybrid electric vehicles: generation system Adequacy analysis
  publication-title: IEEE Trans. Sustain. Energy
  doi: 10.1109/TSTE.2014.2372044
– volume: 27
  start-page: 268
  issue: 1
  year: 2012
  ident: 10.1016/j.ijpe.2019.07.034_bib49
  article-title: Optimal charging of electric vehicles in low-voltage distribution systems
  publication-title: IEEE Trans. Power Syst.
  doi: 10.1109/TPWRS.2011.2158247
– volume: 31
  start-page: 445
  year: 1991
  ident: 10.1016/j.ijpe.2019.07.034_bib61
  article-title: Structural properties of the progressive hedging algorithm
  publication-title: Ann. Oper. Res.
  doi: 10.1007/BF02204862
– volume: 46
  start-page: 381
  year: 1998
  ident: 10.1016/j.ijpe.2019.07.034_bib43
  article-title: On optimal allocation of indivisibles under uncertainty
  publication-title: Oper. Res.
  doi: 10.1287/opre.46.3.381
– year: 2014
  ident: 10.1016/j.ijpe.2019.07.034_bib1
– volume: 16
  start-page: 119
  year: 1991
  ident: 10.1016/j.ijpe.2019.07.034_bib50
  article-title: Scenarios and policy aggregation in optimization under uncertainty
  publication-title: Math. Oper. Res.
  doi: 10.1287/moor.16.1.119
– volume: 59
  start-page: 1557
  year: 2013
  ident: 10.1016/j.ijpe.2019.07.034_bib37
  article-title: Infrastructure planning for electric vehicles with battery swapping
  publication-title: Manag. Sci.
  doi: 10.1287/mnsc.1120.1672
– volume: 48
  start-page: 540
  issue: 4
  year: 2014
  ident: 10.1016/j.ijpe.2019.07.034_bib26
  article-title: An integrated bio-fuel supply chain against feedstock seasonality and uncertainty
  publication-title: Transp. Sci.
  doi: 10.1287/trsc.2013.0498
– ident: 10.1016/j.ijpe.2019.07.034_bib59
– volume: 8
  start-page: 355
  year: 2011
  ident: 10.1016/j.ijpe.2019.07.034_bib66
  article-title: Progressive hedging innovations for a class of stochastic mixed-integer resource allocation problems
  publication-title: Comput. Manag. Sci.
  doi: 10.1007/s10287-010-0125-4
– ident: 10.1016/j.ijpe.2019.07.034_bib65
– start-page: 91
  year: 2011
  ident: 10.1016/j.ijpe.2019.07.034_bib48
  article-title: Optimal location of charging stations for electric vehicles in a neighborhood in Lisbon, Portugal
  publication-title: Transp. Res. Rec.
  doi: 10.3141/2252-12
– volume: 101
  start-page: 29
  year: 2019
  ident: 10.1016/j.ijpe.2019.07.034_bib38
  article-title: New solution approaches for the capacitated supplier selection problem with total quantity discount and activation costs under demand uncertainty
  publication-title: Comput. Oper. Res.
  doi: 10.1016/j.cor.2018.08.010
– volume: 24
  start-page: 289
  year: 2003
  ident: 10.1016/j.ijpe.2019.07.034_bib60
  article-title: The sample average approximation method applied to stochastic routing problems: a computational study
  publication-title: Comput. Optim. Appl.
  doi: 10.1023/A:1021814225969
– year: 2010
  ident: 10.1016/j.ijpe.2019.07.034_bib29
  article-title: Optimization for allocating BEV recharging stations in urban areas by using hierarchical clustering
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Snippet The projected and current adoption rates of electric vehicles are increasing. Electric vehicles need to be recharged continually over time, and the energy...
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SubjectTerms Algorithms
Automobiles, Electric
Battery chargers
Charging station
Electric vehicles
Hedging (Finance)
Infrastructure (Economics)
Progressive hedging
Sample average approximation
Transportation
Title A stochastic programming approach for electric vehicle charging station expansion plans
URI https://dx.doi.org/10.1016/j.ijpe.2019.07.034
Volume 220
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