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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier Ltd.
2020
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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 |
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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 |
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