Abstract

This paper explores the movement of connected vehicles in Indiana for vehicles classified by the NHTSA Product Information Catalog Vehicle listing as being either electric (EV) or hybrid electric (HV). Analysis of trajectories from July 12-18, 2021 for the state of Indiana observed nearly 33,300 trips and 267,000 vehicle miles travelled (VMT) for the combination of EV and HV. Approximately 53% of the VMT occurred in just 10 counties. For just EVs, there were 9814 unique trips and 64,700 Electric Vehicle Miles Traveled (EVMTs) in total. A further categorization of this revealed that 18% of these EVMTs were on Interstate roadways and 82% on non-interstate roads. Proximity analysis of existing DC Fast charging stations in relation to interstate roadways revealed multiple charging deserts that would be most benefited by additional charging capacity. Eleven roadway sections among the 9 interstates were found to have a gap in available DC fast chargers of 50 miles or more. Although the connected vehicle data set analyzed did not include all EV’s the methodology presented in this paper provides a technique that can be scaled as additional EV connected vehicle data becomes available to agencies. Furthermore, it emphasizes the need for transportation agencies and automotive vendors to strengthen their data sharing partnerships to help accelerate the adoption of EV and reduce consumer range anxiety with EV. Graphics are included that illustrate examples of counties that are both overserved and underserved by charging infrastructure.

Highlights

  • This paper explores the movement of connected vehicles in Indiana for vehicles classified by the National Highway Traffic Safety Administration (NHTSA) Product Information Catalog Vehicle listing as being either electric (EV) or hybrid electric (HV)

  • It is estimated that electric vehicles (EV) will come close to reaching cost parity with internal combustion engine (ICE) vehicles around 2025 that will result in an accelerated transition from ICE to EV [5]

  • The motivation of this paper is to explore using connected EV data to: Characterize differences in EV and ICE operating speeds on Interstates in Indiana; Characterize vehicle miles traveled by counties; Identify counties that are underserved by charging infrastructure; Identify “charging deserts” on major interstates; Propose a methodology for evaluating candidate Interstate exits for installing new charging stations

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Summary

Introduction

An estimated 10 million electric vehicles (EV) were on roads in 2020, an increase. Eighteen of the world’s top 20 vehicle manufacturers in 2020 have announced plans to scale up the production of electric vehicles in their fleets [1]. Fifteen countries have publicly announced plans to phase out sales of internal combustion engine (ICE) vehicles in support of zero emissions vehicles [2]. While EVs only account for 4% of vehicles in the US, their penetration rate has continued to increase approximately 1% annually since 2017 [4]. It is estimated that EVs will come close to reaching cost parity with ICE vehicles around 2025 that will result in an accelerated transition from ICE to EV [5]

Literature Review
Connected Vehicle Data
Electric and Hybrid Vehicle Miles Traveled by Roadway
Interstate Operating Speeds of Electric and Hybrid Vehicles
Evaluating EV Charging Infrastructure
Charging Station Usage
Sensitivity Analysis for DC Fast Charging Station Proximity to Interstates
Charging Deserts on Interstate Routes
Evaluating EV Usage of Interstate Exits for Charging Locations
Findings
Conclusions and Future Opportunities

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