Socially optimal replacement of conventional with electric vehicles for the US household fleet

ABSTRACT In this study, a framework is proposed for minimizing the societal cost of replacing gas-powered household passenger cars with battery electric ones (BEVs). The societal cost consists of operational costs of heterogeneous driving patterns' cars, government investments for charging deployment, and monetized environmental externalities. The optimization framework determines the timeframe needed for conventional vehicles to be replaced with BEVs. It also determines the BEVs driving range during the planning timeframe, as well as the density of public chargers deployed on a linear transportation network over time. We leverage data sets that represent US household driving patterns, as well as the automobile and the energy markets, to apply the model. Results indicate that it takes 8 years for 80% of our conventional vehicle sample to be replaced with electric vehicles, under the base case scenario. The socially optimal all-electric driving range is 204 miles, with chargers placed every 172 miles on a linear corridor. All public chargers should be deployed at the beginning of the planning horizon to achieve greater savings over the years. Sensitivity analysis reveals that the timeframe for the socially optimal conversion of 80% of the sample varies from 6 to 12 years. The optimal decision variables are sensitive to battery pack and vehicle body cost, gasoline cost, the discount rate, and conventional vehicles' fuel economy. Faster conventional vehicle replacement is achieved when the gasoline cost increases, electricity cost decreases, and battery packs become cheaper over the years.

[1]  Patrick Plötz,et al.  How to estimate the probability of rare long-distance trips , 2014 .

[2]  William Harris,et al.  Electric Drive Transportation Association , 2011 .

[3]  Peter Slowik,et al.  Lifecycle Analysis Comparison of a Battery Electric Vehicle and a Conventional Gasoline Vehicle , 2012 .

[4]  H. Oliver Gao,et al.  Developing green fleet management strategies: Repair/retrofit/replacement decisions under environmental regulation , 2012 .

[5]  David L. Greene,et al.  Estimating daily vehicle usage distributions and the implications for limited-range vehicles , 1985 .

[6]  Yoshinori Suzuki,et al.  A vehicle replacement policy for motor carriers in an unsteady economy , 2005 .

[7]  Margaret J. Eppstein,et al.  An agent-based model to study market penetration of plug-in hybrid electric vehicles , 2011 .

[8]  Zhenhong Lin,et al.  Optimizing and Diversifying Electric Vehicle Driving Range for U.S. Drivers , 2014, Transp. Sci..

[9]  Jeremy J. Michalek,et al.  US residential charging potential for electric vehicles , 2013 .

[10]  Arne Stolbjerg Drud,et al.  CONOPT - A Large-Scale GRG Code , 1994, INFORMS J. Comput..

[11]  Steven J. Skerlos,et al.  Increasing electric vehicle policy efficiency and effectiveness by reducing mainstream market bias , 2014 .

[12]  David L. Greene,et al.  Rebound 2007: Analysis of U.S. light-duty vehicle travel statistics , 2012 .

[13]  Suzanna Long,et al.  Barriers to widespread adoption of electric vehicles: An analysis of consumer attitudes and perceptions , 2012 .

[14]  Changzheng Liu,et al.  Analyzing the transition to electric drive vehicles in the U.S. , 2014 .

[15]  Kenneth A. Small,et al.  The Rebound Effect for Automobile Travel:Asymmetric Response to Price Changes and Novel Features of the 2000s , 2015 .

[16]  Wei Feng,et al.  Vehicle technologies and bus fleet replacement optimization: problem properties and sensitivity analysis utilizing real-world data , 2014, Public Transp..

[17]  Zhenhong Lin,et al.  Socially optimal electric driving range of plug-in hybrid electric vehicles , 2015 .

[18]  Theo Lieven,et al.  Policy measures to promote electric mobility – A global perspective , 2015 .

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

[20]  Ali Zockaie,et al.  Optimization of incentive polices for plug-in electric vehicles , 2016 .

[21]  David Kendrick,et al.  GAMS, a user's guide , 1988, SGNM.

[22]  P. Belenky The Value of Travel Time Savings : Departmental Guidance for Conducting Economic Evaluations Revision 2 , 2011 .

[23]  Filipe Moura,et al.  Electric vehicle diffusion in the Portuguese automobile market , 2016 .

[24]  Zhenhong Lin,et al.  Estimation of Energy Use by Plug-In Hybrid Electric Vehicles , 2012 .

[25]  F. Ackerman,et al.  The Social Cost of Carbon , 2010 .

[26]  Pooya Soltantabar Annual Energy Outlook , 2015 .

[27]  Miguel A. Figliozzi,et al.  An economic and technological analysis of the key factors affecting the competitiveness of electric commercial vehicles: A case study from the USA market , 2013 .

[28]  Department of Transportation Federal Highway Administration 23 Cfr Part 515 Asset Management Plan Background , 2022 .

[29]  Kara M. Kockelman,et al.  Evolution of the household vehicle fleet: Anticipating fleet composition, PHEV adoption and GHG emissions in Austin, Texas , 2011 .

[30]  Budhendra L. Bhaduri,et al.  A Multi Agent-Based Framework for Simulating Household PHEV Distribution and Electric Distribution Network Impact , 2010 .

[31]  Chris Gearhart,et al.  A statistical approach to estimating acceptance of electric vehicles and electrification of personal transportation , 2013 .

[32]  Goran Strbac,et al.  What is the target battery cost at which Battery Electric Vehicles are socially cost competitive , 2014 .

[33]  John D. Graham,et al.  Assessing demand by urban consumers for plug-in electric vehicles under future cost and technological scenarios , 2016 .

[34]  Yafeng Yin,et al.  Deploying public charging stations for electric vehicles on urban road networks , 2015 .

[35]  Rachel M. Krause,et al.  Intent to Purchase a Plug-In Electric Vehicle: A Survey of Early Impressions in Large US Cites , 2013 .

[36]  Jeremy J. Michalek,et al.  Valuation of plug-in vehicle life-cycle air emissions and oil displacement benefits , 2011, Proceedings of the National Academy of Sciences.

[37]  Miguel A. Figliozzi,et al.  Economic and Environmental Optimization of Vehicle Fleets , 2011 .

[38]  Peter Mock,et al.  A GLOBAL COMPARISON OF FISCAL INCENTIVE POLICY FOR ELECTRIC VEHICLES , 2014 .