Traffic Equilibrium and Charging Facility Locations for Electric Vehicles

This study investigates the electric vehicle (EV) traffic equilibrium and optimal deployment of charging locations subject to range limitation. The problem is similar to a network design problem with traffic equilibrium, which is characterized by a bi-level model structure. The upper level objective is to optimally locate charging stations such that the total generalized cost of all users is minimized, where the user’s generalized cost includes two parts, travel time and energy consumption. The total generalized cost is a measure of the total societal cost. The lower level model seeks traffic equilibrium, in which travelers minimize their individual generalized cost. All the utilized paths have identical generalized cost while satisfying the range limitation constraint. In particular, we use origin-based flows to maintain the range limitation constraint at the path level without path enumeration. To obtain the global solution, the optimality condition of the lower level model is added to the upper level problem resulting in a single level model. The nonlinear travel time function is approximated by piecewise linear functions, enabling the problem to be formulated as a mixed integer linear program. We use a modest-sized network to analyze the model and illustrate that it can determine the optimal charging station locations in a planning context while factoring the EV users’ individual path choice behaviours.

[1]  David E. Boyce,et al.  Urban Transportation Network-Equilibrium and Design Models: Recent Achievements and Future Prospects , 1984 .

[2]  Terry L. Friesz,et al.  A Simulated Annealing Approach to the Network Design Problem with Variational Inequality Constraints , 1992, Transp. Sci..

[3]  Hillel Bar-Gera,et al.  Origin-Based Algorithm for the Traffic Assignment Problem , 2002, Transp. Sci..

[4]  Hai Yang,et al.  An equivalent continuously differentiable model and a locally convergent algorithm for the continuous network design problem , 2001 .

[5]  Jianhui Wang,et al.  Sustainability SI: Optimal Prices of Electricity at Public Charging Stations for Plug-in Electric Vehicles , 2016 .

[6]  Pitu B. Mirchandani,et al.  The Electric Vehicle Shortest-Walk Problem With Battery Exchanges , 2016 .

[7]  Nan Jiang,et al.  Computing and Analyzing Mixed Equilibrium Network Flows with Gasoline and Electric Vehicles , 2014, Comput. Aided Civ. Infrastructure Eng..

[8]  M. Sepehri,et al.  A Single-Level Mixed Integer Linear Formulation for a Bi-Level Discrete Network Design Problem , 2011 .

[9]  Nan Jiang,et al.  Relay Requirement and Traffic Assignment of Electric Vehicles , 2016, Comput. Aided Civ. Infrastructure Eng..

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

[11]  Hossain Poorzahedy,et al.  Hybrid meta-heuristic algorithms for solving network design problem , 2007, Eur. J. Oper. Res..

[12]  Heng Wei,et al.  Study on continuous network design problem using simulated annealing and genetic algorithm , 2009, Expert Syst. Appl..

[13]  Thomas L. Magnanti,et al.  Network Design and Transportation Planning: Models and Algorithms , 1984, Transp. Sci..

[14]  Srinivas Peeta,et al.  Dynamic Resource Allocation Problem for Transportation Network Evacuation , 2014 .

[15]  Abraham Sin Oih Yu,et al.  Electric vehicles: Struggles in creating a market , 2011, 2011 Proceedings of PICMET '11: Technology Management in the Energy Smart World (PICMET).

[16]  Terry L. Friesz,et al.  TRANSPORTATION NETWORK EQUILIBRIUM, DESIGN AND AGGREGATION: KEY DEVELOPMENTS AND RESEARCH OPPORTUNITIES. IN: THE AUTOMOBILE , 1985 .

[17]  Hai Yang,et al.  Models and algorithms for road network design: a review and some new developments , 1998 .

[18]  Gilbert Laporte,et al.  Minimum cost path problems with relays , 2011, Comput. Oper. Res..

[19]  Chi Xie,et al.  Path-Constrained Traffic Assignment , 2012 .

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

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

[22]  Pitu B. Mirchandani,et al.  New Logistical Issues in Using Electric Vehicle Fleets with Battery Exchange Infrastructure , 2014 .

[23]  Natashia Boland,et al.  Solving shortest path problems with a weight constraint and replenishment arcs , 2012, Comput. Oper. Res..

[24]  W. Y. Szeto,et al.  Review on Urban Transportation Network Design Problems , 2013 .

[25]  S. Waller,et al.  Dynamic Continuous Network Design Problem , 2006 .

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

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

[28]  Adam Szczepanek,et al.  Fast Charging vs. Slow Charging: Pros and cons for the New Age of Electric Vehicles , 2009 .

[29]  Hong Zheng,et al.  Routing and charging locations for electric vehicles for intercity trips , 2017 .

[30]  Nicos Christofides,et al.  An algorithm for the resource constrained shortest path problem , 1989, Networks.

[31]  Abdullah Konak,et al.  Network design problem with relays: A genetic algorithm with a path-based crossover and a set covering formulation , 2012, Eur. J. Oper. Res..

[32]  Hong Kam Lo,et al.  Global Optimum of the Linearized Network Design Problem with Equilibrium Flows , 2010 .

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

[34]  G. Le Roux,et al.  Assessment Framework of Plug-In Electric Vehicles Strategies , 2010, 2010 First IEEE International Conference on Smart Grid Communications.

[35]  Charles E. Blair,et al.  Computational Difficulties of Bilevel Linear Programming , 1990, Oper. Res..

[36]  Raymond A. Patterson,et al.  The network design problem with relays , 2007, Eur. J. Oper. Res..

[37]  Joan M. Ogden,et al.  A comparison of hydrogen, methanol and gasoline as fuels for fuel cell vehicles: implications for vehicle design and infrastructure development , 1999 .

[38]  Dung-Ying Lin,et al.  A Dantzig-Wolfe Decomposition Based Heuristic Scheme for Bi-level Dynamic Network Design Problem , 2011 .

[39]  Yafeng Yin,et al.  Network equilibrium models with battery electric vehicles , 2014 .

[40]  Shengyin Li,et al.  Optimal Deployment of Alternative Fueling Stations on Transportation Networks Considering Deviation Paths , 2015 .

[41]  Hai Yang,et al.  BENEFIT DISTRIBUTION AND EQUITY IN ROAD NETWORK DESIGN PROBLEMS. , 1999 .

[42]  H. Lo,et al.  Global optimization method for mixed transportation network design problem: A mixed-integer linear programming approach , 2011 .