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Title: Evaluating the Impacts of Autonomous Electric Vehicles Adoption on Vehicle Miles Traveled and CO2 Emissions

Journal Article · · Energies
DOI: https://doi.org/10.3390/en17236127 · OSTI ID:2479924

Autonomous electric vehicles (AEVs) can potentially revolutionize the transportation landscape, offering a safer, contact-free, easily accessible, and more eco-friendly mode of travel. Prior to the market uptake of AEVs, it is critical to understand the consumer segments that are most likely to adopt these vehicles. Beyond market adoption, it is also important to quantify the impact of AEVs on broader transportation systems and the environment, such as impacts on the annual vehicle miles traveled (VMT) and greenhouse gas (GHG) emissions. In this pilot study, using survey data, a statistical model correlating AEV adoption intention and socioeconomic and built environment attributes was estimated, and a sensitivity analysis was conducted to understand the importance of factors impacting AEV adoption. We found that the market segments range from early adopters who are wealthy, technologically savvy, and relatively young to non-adopters who are more cautious to new technologies. This is followed by a synthetic population microsimulation of market penetration for the San Francisco Bay Area. With five household vehicle replacement scenarios, we assessed the annual VMT and tailpipe carbon dioxide (CO2) emissions change associated with vehicle replacement. It is found that adopting AEVs can potentially reduce more than 5 megatons of CO2 yearly, which is approximately 30% of the total CO2 emitted by internal combustion engine (ICE) cars in the region.

Research Organization:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); National Renewable Energy Laboratory (NREL), Golden, CO (United States)
Sponsoring Organization:
USDOE; USDOE Office of Energy Efficiency and Renewable Energy (EERE), Office of Sustainable Transportation. Vehicle Technologies Office (VTO)
Grant/Contract Number:
AC02-05CH11231; AC36-08GO28308
OSTI ID:
2479924
Report Number(s):
NREL/JA--5400-92605; PII: en17236127
Journal Information:
Energies, Journal Name: Energies Journal Issue: 23 Vol. 17; ISSN 1996-1073; ISSN ENERGA
Publisher:
MDPI AGCopyright Statement
Country of Publication:
Switzerland
Language:
English

References (51)

Immigration, residential location, car ownership, and commuting behavior: a multivariate latent class analysis from California journal May 2008
Projecting travelers into a world of self-driving vehicles: estimating travel behavior implications via a naturalistic experiment journal November 2018
A dynamic model of car fuel-type choice and mobility journal February 1992
The theory of planned behavior journal December 1991
On a probability distribution model combining household power consumption, electric vehicle home-charging and photovoltaic power production journal March 2015
Predictive modeling of energy consumption and greenhouse gas emissions from autonomous electric vehicle operations journal November 2019
Evaluating the emission benefits of shared autonomous electric vehicle fleets: A case study in California journal October 2022
Economic analysis of second use electric vehicle batteries for residential energy storage and load-levelling journal August 2014
It’s up to us: Policies to improve climate outcomes from automated vehicles journal April 2019
Can autonomous vehicle reduce greenhouse gas emissions? A country-level evaluation journal September 2019
Better cars or older cars?: Assessing CO2 emission reduction potential of passenger vehicle replacement programs journal December 2013
Simulation of automated transport offers for the city of Brunswick journal January 2018
Analysis of the Potential of Autonomous Vehicles in Reducing the Emissions of Greenhouse Gases in Road Transport journal January 2017
Impacts of connected and autonomous vehicles on urban transportation and environment: A comprehensive review journal September 2023
Integrating plug-in electric vehicles (PEVs) into household fleets- factors influencing miles traveled by PEV owners in California journal January 2022
Preparing a nation for autonomous vehicles: opportunities, barriers and policy recommendations journal July 2015
Size matters: How vehicle body type affects consumer preferences for electric vehicles journal June 2017
A decade of dynamics of residential location, car ownership, activity, travel and land use in the Seattle metropolitan region journal August 2018
How do activities conducted while commuting influence mode choice? Using revealed preference models to inform public transportation advantage and autonomous vehicle scenarios journal June 2019
Commuter demand estimation and feasibility assessment for Urban Air Mobility in Northern California journal June 2021
Investigating autonomous vehicle impacts on individual activity-travel behavior journal June 2021
Perceived usefulness and intentions to adopt autonomous vehicles journal July 2022
Transport and social exclusion: Where are we now? journal March 2012
Towards vehicle automation: Roadway capacity formulation for traffic mixed with regular and automated vehicles journal June 2017
The travel and environmental implications of shared autonomous vehicles, using agent-based model scenarios journal March 2014
Development and validation of a questionnaire to assess pedestrian receptivity toward fully autonomous vehicles journal November 2017
The impact of private autonomous vehicles on vehicle ownership and unoccupied VMT generation journal May 2018
Energy saving potentials of connected and automated vehicles journal October 2018
Shared versus private mobility: Modeling public interest in autonomous vehicles accounting for latent attitudes journal December 2018
What have we learned? A review of stated preference and choice studies on autonomous vehicles journal January 2019
Shared autonomous vehicle services: A comprehensive review journal February 2020
A socio-technical model of autonomous vehicle adoption using ranked choice stated preference data journal December 2020
How public interest and concerns about autonomous vehicles change over time: A study of repeated cross-sectional travel survey data of the Puget Sound Region in the Northwest United States journal December 2021
Substantial rebound effects in urban ridesharing: Simulating travel decisions in Paris, France journal June 2019
Adoption and willingness to pay for autonomous vehicles: Attitudes and latent classes journal December 2020
How, and for whom, will activity patterns be modified by self-driving cars? Expectations from the state of Georgia journal April 2020
UrbanSim: Modeling Urban Development for Land Use, Transportation, and Environmental Planning journal September 2002
Technology progress and clean vehicle policies on fleet turnover and equity: insights from household vehicle fleet micro-simulations with ATLAS journal May 2024
The Impact of Autonomous Vehicles on Cities: A Review journal July 2018
Studying the PEV market in california: Comparing the PEV, PHEV and hybrid markets conference November 2013
Real-Time Electric Vehicle Smart Charging at Workplaces: A Real-World Case Study conference July 2022
An Online Scheduling Algorithm for a Community Energy Storage System journal November 2022
Simple ways to interpret effects in modeling ordinal categorical data journal April 2018
Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology journal September 1989
Impacts of Cooperative Adaptive Cruise Control on Freeway Traffic Flow
  • Shladover, Steven E.; Su, Dongyan; Lu, Xiao-Yun
  • Transportation Research Record: Journal of the Transportation Research Board, Vol. 2324, Issue 1 https://doi.org/10.3141/2324-08
journal January 2012
Parking Spaces in the Age of Shared Autonomous Vehicles: How Much Parking Will We Need and Where?
  • Zhang, Wenwen; Guhathakurta, Subhrajit
  • Transportation Research Record: Journal of the Transportation Research Board, Vol. 2651, Issue 1 https://doi.org/10.3141/2651-09
journal January 2017
Modeling Individual Preferences for Ownership and Sharing of Autonomous Vehicle Technologies
  • Lavieri, Patrícia S.; Garikapati, Venu M.; Bhat, Chandra R.
  • Transportation Research Record: Journal of the Transportation Research Board, Vol. 2665, Issue 1 https://doi.org/10.3141/2665-01
journal January 2017
What Makes You Hold on to That Old Car? Joint Insights From Machine Learning and Multinomial Logit on Vehicle-Level Transaction Decisions journal July 2022
Electric Vehicles: Benefits, Challenges, and Potential Solutions for Widespread Adaptation journal May 2023
Determination of the Reliability of Urban Electric Transport Running Autonomously through Diagnostic Parameters journal December 2023
Congestion Effects of Autonomous taxi Fleets journal December 2018