A Benders decomposition approach for the charging station location problem with plug-in hybrid electric vehicles

The flow refueling location problem (FRLP) locates p stations in order to maximize the flow volume that can be accommodated in a road network respecting the range limitations of the vehicles. This paper introduces the charging station location problem with plug-in hybrid electric vehicles (CSLP-PHEV) as a generalization of the FRLP. We consider not only the electric vehicles but also the plug-in hybrid electric vehicles when locating the stations. Furthermore, we accommodate multiple types of these vehicles with different ranges. Our objective is to maximize the vehicle-miles-traveled using electricity and thereby minimize the total cost of transportation under the existing cost structure between electricity and gasoline. This is also indirectly equivalent to maximizing the environmental benefits. We present an arc-cover formulation and a Benders decomposition algorithm as exact solution methodologies to solve the CSLP-PHEV. The decomposition algorithm is accelerated using Pareto-optimal cut generation schemes. The structure of the formulation allows us to construct the subproblem solutions, dual solutions and nondominated Pareto-optimal cuts as closed form expressions without having to solve any linear programs. This increases the efficiency of the decomposition algorithm by orders of magnitude and the results of the computational studies show that the proposed algorithm both accelerates the solution process and effectively handles instances of realistic size for both CSLP-PHEV and FRLP.

[1]  Marc Melaina,et al.  Refueling availability for alternative fuel vehicle markets: Sufficient urban station coverage , 2008 .

[2]  Reza Zanjirani Farahani,et al.  Benders’ decomposition for concurrent redesign of forward and closed-loop supply chain network with demand and return uncertainties , 2015 .

[3]  Jean-François Cordeau,et al.  Benders Decomposition for Simultaneous Aircraft Routing and Crew Scheduling , 2000, Transp. Sci..

[4]  Dominik Goeke,et al.  The Electric Vehicle-Routing Problem with Time Windows and Recharging Stations , 2014, Transp. Sci..

[5]  S. Minner,et al.  Benders Decomposition for Discrete–Continuous Linear Bilevel Problems with application to traffic network design , 2014 .

[6]  Halit Üster,et al.  Strategic Design and Analysis of a Relay Network in Truckload Transportation , 2011, Transp. Sci..

[7]  Suresh K. Nair,et al.  Infrastructure development for conversion to environmentally friendly fuel , 2002, Eur. J. Oper. Res..

[8]  Yu Nie,et al.  A corridor-centric approach to planning electric vehicle charging infrastructure , 2013 .

[9]  K. Axhausen,et al.  Models of Mode Choice and Mobility Tool Ownership beyond 2008 Fuel Prices , 2010 .

[10]  Linda Canina,et al.  The impact of gasoline price fluctuations on lodging demand for US brand hotels , 2004 .

[11]  Oya Ekin Karasan,et al.  Minimum cost path problem for Plug-in Hybrid Electric Vehicles , 2015 .

[12]  M. J. Hodgson A Flow-Capturing Location-Allocation Model , 2010 .

[13]  Лобинский Павел Андреевич Решение задачи тактического планирования производства с помощью IBM ILOG CPLEX Optimization Studio , 2012 .

[14]  Michael Kuby,et al.  The deviation-flow refueling location model for optimizing a network of refueling stations , 2012 .

[15]  Michael Kuby,et al.  An efficient formulation of the flow refueling location model for alternative-fuel stations , 2012 .

[16]  S. A. MirHassani,et al.  Refueling-station location problem under uncertainty , 2015 .

[17]  Ricardo Saraiva de Camargo,et al.  An improved Benders decomposition algorithm for the tree of hubs location problem , 2013, Eur. J. Oper. Res..

[18]  J. Birge,et al.  A multicut algorithm for two-stage stochastic linear programs , 1988 .

[19]  Changhyun Kwon,et al.  Multi-period planning for electric car charging station locations: A case of Korean Expressways , 2015, Eur. J. Oper. Res..

[20]  K. Malmedal,et al.  Energy Policy Act of 2005 , 2007, IEEE Industry Applications Magazine.

[21]  Gilbert Laporte,et al.  Benders Decomposition for Large-Scale Uncapacitated Hub Location , 2011, Oper. Res..

[22]  M. Kuby,et al.  A Model for Location of Capacitated Alternative-Fuel Stations , 2009 .

[23]  Gary Froyland,et al.  The Recoverable Robust Tail Assignment Problem , 2014, Transp. Sci..

[24]  S. A. MirHassani,et al.  A Flexible Reformulation of the Refueling Station Location Problem , 2013, Transp. Sci..

[25]  Iván A. Contreras,et al.  The Hub Line Location Problem , 2015, Transp. Sci..

[26]  Aaron Windecker,et al.  Fuel economy, cost, and greenhouse gas results for alternative fuel vehicles in 2011 , 2013 .

[27]  Barış Yıldız,et al.  A branch and price approach for routing and refueling station location model , 2016, Eur. J. Oper. Res..

[28]  J. F. Benders Partitioning procedures for solving mixed-variables programming problems , 1962 .

[29]  Michael Kuby,et al.  Spatial refueling patterns of alternative-fuel and gasoline vehicle drivers in Los Angeles , 2013 .

[30]  Matteo Fischetti,et al.  Combinatorial Benders' Cuts for Mixed-Integer Linear Programming , 2006, Oper. Res..

[31]  Ying-Wei Wang,et al.  Locating Passenger Vehicle Refueling Stations , 2010 .

[32]  Ying-Wei Wang,et al.  Locating Flow-Recharging Stations at Tourist Destinations to Serve Recreational Travelers , 2011 .

[33]  Lewis Ntaimo,et al.  Adaptive multicut aggregation for two-stage stochastic linear programs with recourse , 2010, Eur. J. Oper. Res..

[34]  Michael Kuby,et al.  Optimization of hydrogen stations in Florida using the Flow-Refueling Location Model , 2009 .

[35]  Michael Kuby,et al.  The flow-refueling location problem for alternative-fuel vehicles , 2005 .

[36]  Lixin Miao,et al.  A multicut L-shaped based algorithm to solve a stochastic programming model for the mobile facility routing and scheduling problem , 2014, Eur. J. Oper. Res..

[37]  J. R. Jaramillo,et al.  The Green Vehicle Routing Problem , 2011 .

[38]  Ying-Wei Wang,et al.  Locating Road-Vehicle Refueling Stations , 2009 .

[39]  M. Melaina Initiating hydrogen infrastructures: preliminary analysis of a sufficient number of initial hydrogen stations in the US , 2003 .

[40]  Alysson M. Costa A survey on benders decomposition applied to fixed-charge network design problems , 2005, Comput. Oper. Res..

[41]  Zhenhong Lin,et al.  Promoting the Market for Plug-In Hybrid and Battery Electric Vehicles , 2011 .

[42]  Shengyin Li,et al.  Heuristic approaches for the flow-based set covering problem with deviation paths , 2014 .

[43]  Jean-François Cordeau,et al.  A Benders Decomposition Approach for the Locomotive and Car Assignment Problem , 1998, Transp. Sci..

[44]  V. Jorge Leon,et al.  An arc cover-path-cover formulation and strategic analysis of alternative-fuel station locations , 2013, Eur. J. Oper. Res..

[45]  Fatma Gzara,et al.  Logic-based Benders decomposition for an inventory-location problem with service constraints , 2015 .

[46]  Jonn Axsen,et al.  The Early U.S. Market for PHEVs: Anticipating Consumer Awareness, Recharge Potential, Design Priorities and Energy Impacts , 2008 .

[47]  Jong-Geun Kim,et al.  A network transformation heuristic approach for the deviation flow refueling location model , 2013, Comput. Oper. Res..

[48]  Elise Miller-Hooks,et al.  A Green Vehicle Routing Problem , 2012 .

[49]  J. Romm The car and fuel of the future , 2006 .

[50]  Wolf Fichtner,et al.  Optimizing the allocation of fast charging infrastructure along the German autobahn , 2016 .

[51]  Seow Lim,et al.  Heuristic algorithms for siting alternative-fuel stations using the Flow-Refueling Location Model , 2010, Eur. J. Oper. Res..

[52]  Nikolaos Papadakos,et al.  Practical enhancements to the Magnanti-Wong method , 2008, Oper. Res. Lett..

[53]  Okan Arslan,et al.  Impacts of battery characteristics, driver preferences and road network features on travel costs of a plug-in hybrid electric vehicle (PHEV) for long-distance trips , 2014 .

[54]  Ying-Wei Wang,et al.  Locating multiple types of recharging stations for battery-powered electric vehicle transport , 2013 .

[55]  Thomas L. Magnanti,et al.  Accelerating Benders Decomposition: Algorithmic Enhancement and Model Selection Criteria , 1981, Oper. Res..

[56]  Fang He,et al.  Optimal deployment of public charging stations for plug-in hybrid electric vehicles , 2013 .

[57]  Ricardo Saraiva de Camargo,et al.  Benders Decomposition for Hub Location Problems with Economies of Scale , 2009, Transp. Sci..

[58]  Peiling Wu,et al.  An Integrated Model and Solution Approach for Fleet Sizing with Heterogeneous Assets , 2005, Transp. Sci..

[59]  Michael Kuby,et al.  Location of Alternative-Fuel Stations Using the Flow-Refueling Location Model and Dispersion of Candidate Sites on Arcs , 2007 .

[60]  Ricardo Saraiva de Camargo,et al.  Benders decomposition for the uncapacitated multiple allocation hub location problem , 2008, Comput. Oper. Res..