Literature DB >> 34815404

Crash and disengagement data of autonomous vehicles on public roads in California.

Amolika Sinha1, Sai Chand2, Vincent Vu1, Huang Chen1, Vinayak Dixit1,3.   

Abstract

Autonomous Vehicles (AVs) are being widely tested on public roads in several countries such as the USA, Canada, France, Germany, and Australia. For the transparent deployment of AVs in California, the California Department of Motor Vehicles (CA DMV) commissioned AV manufacturers to draft and publish reports on disengagements and crashes. These reports must be processed before any statistical analysis, which is cumbersome and time-consuming. Our dataset presents the processed disengagement data from 2014 to 2019, crash data till the 10th of March 2020 and supplementary road network and land-use data extracted from OpenStreetMap. Primary data are manually assessed and converted into an easily processed format. Our processed data will be advantageous to the research community and enable accelerated research in this domain. For example, the data can be utilised to discern trends in disengagement, observe the distribution of disengagement causes, and investigate the contributory factors of the crashes. Such investigations can subsequently improve the reporting protocols and make policies and laws for the smooth deployment of this disruptive technology.
© 2021. The Author(s).

Entities:  

Year:  2021        PMID: 34815404      PMCID: PMC8610982          DOI: 10.1038/s41597-021-01083-7

Source DB:  PubMed          Journal:  Sci Data        ISSN: 2052-4463            Impact factor:   6.444


  7 in total

1.  Risk of automated driving: Implications on safety acceptability and productivity.

Authors:  Vinayak Dixit; Zhitao Xiong; Sisi Jian; Neeraj Saxena
Journal:  Accid Anal Prev       Date:  2019-02-22

2.  Autonomous vehicles' disengagements: Trends, triggers, and regulatory limitations.

Authors:  Francesca Favarò; Sky Eurich; Nazanin Nader
Journal:  Accid Anal Prev       Date:  2017-11-11

3.  Statistical analysis of the patterns and characteristics of connected and autonomous vehicle involved crashes.

Authors:  Chengcheng Xu; Zijian Ding; Chen Wang; Zhibin Li
Journal:  J Safety Res       Date:  2019-11-12

4.  Comprehensive safety assessment in mixed fleets with connected and automated vehicles: A crash severity and rate evaluation of conventional vehicles.

Authors:  Amolika Sinha; Sai Chand; Kasun P Wijayaratna; Navreet Virdi; Vinayak Dixit
Journal:  Accid Anal Prev       Date:  2020-04-29

5.  Examining accident reports involving autonomous vehicles in California.

Authors:  Francesca M Favarò; Nazanin Nader; Sky O Eurich; Michelle Tripp; Naresh Varadaraju
Journal:  PLoS One       Date:  2017-09-20       Impact factor: 3.240

6.  Exploratory analysis of automated vehicle crashes in California: A text analytics & hierarchical Bayesian heterogeneity-based approach.

Authors:  Alexandra M Boggs; Behram Wali; Asad J Khattak
Journal:  Accid Anal Prev       Date:  2019-11-29

7.  Autonomous Vehicles: Disengagements, Accidents and Reaction Times.

Authors:  Vinayak V Dixit; Sai Chand; Divya J Nair
Journal:  PLoS One       Date:  2016-12-20       Impact factor: 3.240

  7 in total
  1 in total

1.  A multimodal psychological, physiological and behavioural dataset for human emotions in driving tasks.

Authors:  Wenbo Li; Ruichen Tan; Yang Xing; Guofa Li; Shen Li; Guanzhong Zeng; Peizhi Wang; Bingbing Zhang; Xinyu Su; Dawei Pi; Gang Guo; Dongpu Cao
Journal:  Sci Data       Date:  2022-08-06       Impact factor: 8.501

  1 in total

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