The return on investment for taxi companies transitioning to electric vehicles

We study whether taxi companies can simultaneously save petroleum and money by transitioning to electric vehicles. We propose a process to compute the return on investment of transitioning a taxi corporation’s fleet to electric vehicles. We use Bayesian data analysis to infer the revenue changes associated with the transition. We do not make any assumptions about the vehicles’ mobility patterns; instead, we use a time-series of GPS coordinates of the company’s existing petroleum-based vehicles to derive our conclusions. As a case study, we apply our process to a major taxi corporation, Yellow Cab San Francisco (YCSF). Using current prices, we find that transitioning their fleet to battery electric vehicles and plug-in hybrid electric vehicles is profitable for the company. Furthermore, given that gasoline prices in San Francisco are only 5.4 % higher than the rest of the United States, but electricity prices are 75 % higher; taxi companies with similar practices and mobility patterns in other cities are likely to profit more than YCSF by transitioning to electric vehicles.

[1]  Tony Markel,et al.  Cost-Benefit Analysis of Plug-In Hybrid Electric Vehicle Technology , 2007 .

[2]  Mark S. Daskin,et al.  Strategic facility location: A review , 1998, Eur. J. Oper. Res..

[3]  Daniel B. Kolomeets-Darovsky Electric Avenue: Two Case Studies on the Economic Feasibility of the Electrification of Transportation (Solar Charging Stations in CA & University Buses in NC) , 2010 .

[4]  A. Maitra,et al.  Evaluation of the impact of plug-in electric vehicle loading on distribution system operations , 2009, 2009 IEEE Power & Energy Society General Meeting.

[5]  Venkat Venkatasubramanian,et al.  An optimization framework for cost effective design of refueling station infrastructure for alternative fuel vehicles , 2011, Comput. Chem. Eng..

[6]  Oded Berman,et al.  Optimal Location of Discretionary Service Facilities , 1992, Transp. Sci..

[7]  J. Apt,et al.  Lithium-ion battery cell degradation resulting from realistic vehicle and vehicle-to-grid utilization , 2010 .

[8]  R Hensley,et al.  Electrifying cars: how three industries will evolve , 2009 .

[9]  Theodore Bohn,et al.  Evaluation of cold temperature performance of the JCS-VL41M PHEV battery using Battery HIL , 2008 .

[10]  C. D. Gelatt,et al.  Optimization by Simulated Annealing , 1983, Science.

[11]  Karen Aardal,et al.  Facility Location , 2008, Encyclopedia of Algorithms.

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

[13]  Kyle W Meisterling,et al.  Life cycle assessment of greenhouse gas emissions from plug-in hybrid vehicles: implications for policy. , 2008, Environmental science & technology.

[14]  Lawrence V. Snyder,et al.  Facility location under uncertainty: a review , 2006 .

[15]  A. Emadi,et al.  Feasibility analysis of converting a Chicago Transit Authority (CTA) transit bus to a plug-in hybrid electric vehicle , 2008, 2008 IEEE Vehicle Power and Propulsion Conference.

[16]  Editors , 2003 .

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

[18]  N. Shah,et al.  Optimal charging strategies of electric vehicles in the UK power market , 2011, ISGT 2011.

[19]  Willett Kempton,et al.  Vehicle-to-grid power implementation: From stabilizing the grid to supporting large-scale renewable energy , 2005 .

[20]  Stanton W. Hadley,et al.  Potential Impacts of Plug-in Hybrid Electric Vehicles on Regional Power Generation , 2009 .

[21]  Jens Vygen,et al.  The Book Review Column1 , 2020, SIGACT News.

[22]  C. Nash International Transport Forum , 2010 .

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

[24]  J. Driesen,et al.  The Impact of Charging Plug-In Hybrid Electric Vehicles on a Residential Distribution Grid , 2010, IEEE Transactions on Power Systems.

[25]  H. O. Gao,et al.  Taxi owners' buying preferences of hybrid-electric vehicles and their implications for emissions in New York City , 2008 .

[26]  Mark A. Delucchi,et al.  An analysis of the retail and lifecycle cost of battery-powered electric vehicles , 2001 .

[27]  睦憲 柳浦,et al.  Combinatorial Optimization : Theory and Algorithms (3rd Edition), B. Korte and J. Vygen 著, 出版社 Springer, 発行 2006年, 全ページ 597頁, 価格 53.45ユーロ, ISBN 3-540-25684-9 , 2006 .

[28]  Rémy Prud'Homme Electric Vehicles: A Tentative Economic and Environmental Evaluation , 2012 .

[29]  Leonard Kleinrock,et al.  Theory, Volume 1, Queueing Systems , 1975 .

[30]  R. Farrington,et al.  IMPACT OF VEHICLE AIR-CONDITIONING ON FUEL ECONOMY. TAILPIPE EMISSIONS, AND ELECTRIC VEHICLE RANGE: PREPRINT , 2000 .

[31]  Jonas Fluhr,et al.  A Stochastic Model for Simulating the Availability of Electric Vehicles for Services to the Power Grid , 2010, 2010 43rd Hawaii International Conference on System Sciences.

[32]  Willett Kempton,et al.  Vehicle-to-grid power fundamentals: Calculating capacity and net revenue , 2005 .

[33]  Peter Norvig,et al.  Artificial Intelligence: A Modern Approach , 1995 .

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

[35]  Amgad Elgowainy,et al.  Well-To-Wheels Energy Use and Greenhouse Gas Emissions of Plug-in Hybrid Electric Vehicles , 2009 .

[36]  Ali Elkamel,et al.  Optimal Transition to Plug-In Hybrid Electric Vehicles in Ontario, Canada, Considering the Electricity-Grid Limitations , 2010, IEEE Transactions on Industrial Electronics.

[37]  Nir Friedman,et al.  Probabilistic Graphical Models - Principles and Techniques , 2009 .

[38]  Luis J. de Miguel,et al.  Is the Electric Vehicle an Attractive Option for Customers , 2012 .

[39]  Bogdan Gabrys,et al.  Review of adaptation mechanisms for data-driven soft sensors , 2011, Comput. Chem. Eng..

[40]  Zvi Drezner,et al.  Facility location - applications and theory , 2001 .

[41]  S. Wittevrongel,et al.  Queueing Systems , 2019, Introduction to Stochastic Processes and Simulation.

[42]  Robert C. Green,et al.  The impact of plug-in hybrid electric vehicles on distribution networks: a review and outlook , 2010, IEEE PES General Meeting.

[43]  Cheng-Wei Lin,et al.  Multi-criteria analysis of alternative-fuel buses for public transportation , 2005 .

[44]  David L. Waltz,et al.  Vehicle Electrification: Status and Issues , 2011, Proceedings of the IEEE.