Cargando…

Mind the gap: Developments in autonomous driving research and the sustainability challenge

Scientific knowledge on autonomous-driving technology is expanding at a faster-than-ever pace. As a result, the likelihood of incurring information overload is particularly notable for researchers, who can struggle to overcome the gap between information processing requirements and information proce...

Descripción completa

Detalles Bibliográficos
Autores principales: Mora, Luca, Wu, Xinyi, Panori, Anastasia
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier Ltd. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7484706/
https://www.ncbi.nlm.nih.gov/pubmed/32934442
http://dx.doi.org/10.1016/j.jclepro.2020.124087
_version_ 1783581027329900544
author Mora, Luca
Wu, Xinyi
Panori, Anastasia
author_facet Mora, Luca
Wu, Xinyi
Panori, Anastasia
author_sort Mora, Luca
collection PubMed
description Scientific knowledge on autonomous-driving technology is expanding at a faster-than-ever pace. As a result, the likelihood of incurring information overload is particularly notable for researchers, who can struggle to overcome the gap between information processing requirements and information processing capacity. We address this issue by adopting a multi-granulation approach to latent knowledge discovery and synthesis in large-scale research domains. The proposed methodology combines citation-based community detection methods and topic modelling techniques to give a concise but comprehensive overview of how the autonomous vehicle (AV) research field is conceptually structured. Thirteen core thematic areas are extracted and presented by mining the large data-rich environments resulting from 50 years of AV research. The analysis demonstrates that this research field is strongly oriented towards examining the technological developments needed to enable the widespread rollout of AVs, whereas it largely overlooks the wide-ranging sustainability implications of this sociotechnical transition. On account of these findings, we call for a broader engagement of AV researchers with the sustainability concept and we invite them to increase their commitment to conducting systematic investigations into the sustainability of AV deployment. Sustainability research is urgently required to produce an evidence-based understanding of what new sociotechnical arrangements are needed to ensure that the systemic technological change introduced by AV-based transport systems can fulfill societal functions while meeting the urgent need for more sustainable transport solutions.
format Online
Article
Text
id pubmed-7484706
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher Elsevier Ltd.
record_format MEDLINE/PubMed
spelling pubmed-74847062020-09-11 Mind the gap: Developments in autonomous driving research and the sustainability challenge Mora, Luca Wu, Xinyi Panori, Anastasia J Clean Prod Review Scientific knowledge on autonomous-driving technology is expanding at a faster-than-ever pace. As a result, the likelihood of incurring information overload is particularly notable for researchers, who can struggle to overcome the gap between information processing requirements and information processing capacity. We address this issue by adopting a multi-granulation approach to latent knowledge discovery and synthesis in large-scale research domains. The proposed methodology combines citation-based community detection methods and topic modelling techniques to give a concise but comprehensive overview of how the autonomous vehicle (AV) research field is conceptually structured. Thirteen core thematic areas are extracted and presented by mining the large data-rich environments resulting from 50 years of AV research. The analysis demonstrates that this research field is strongly oriented towards examining the technological developments needed to enable the widespread rollout of AVs, whereas it largely overlooks the wide-ranging sustainability implications of this sociotechnical transition. On account of these findings, we call for a broader engagement of AV researchers with the sustainability concept and we invite them to increase their commitment to conducting systematic investigations into the sustainability of AV deployment. Sustainability research is urgently required to produce an evidence-based understanding of what new sociotechnical arrangements are needed to ensure that the systemic technological change introduced by AV-based transport systems can fulfill societal functions while meeting the urgent need for more sustainable transport solutions. Elsevier Ltd. 2020-12-01 2020-09-11 /pmc/articles/PMC7484706/ /pubmed/32934442 http://dx.doi.org/10.1016/j.jclepro.2020.124087 Text en © 2020 Elsevier Ltd. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active.
spellingShingle Review
Mora, Luca
Wu, Xinyi
Panori, Anastasia
Mind the gap: Developments in autonomous driving research and the sustainability challenge
title Mind the gap: Developments in autonomous driving research and the sustainability challenge
title_full Mind the gap: Developments in autonomous driving research and the sustainability challenge
title_fullStr Mind the gap: Developments in autonomous driving research and the sustainability challenge
title_full_unstemmed Mind the gap: Developments in autonomous driving research and the sustainability challenge
title_short Mind the gap: Developments in autonomous driving research and the sustainability challenge
title_sort mind the gap: developments in autonomous driving research and the sustainability challenge
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7484706/
https://www.ncbi.nlm.nih.gov/pubmed/32934442
http://dx.doi.org/10.1016/j.jclepro.2020.124087
work_keys_str_mv AT moraluca mindthegapdevelopmentsinautonomousdrivingresearchandthesustainabilitychallenge
AT wuxinyi mindthegapdevelopmentsinautonomousdrivingresearchandthesustainabilitychallenge
AT panorianastasia mindthegapdevelopmentsinautonomousdrivingresearchandthesustainabilitychallenge