Graduate School and Research Center in Digital Sciences

Vehicular knowledge networking and application to risk reasoning

Ucar, Seyhan; Higuchi, Takamasa; Wang, Chang-Heng; Deveaux, Duncan; Härri, Jérôme; Altintas, Onur

D2VNet 2020, ACM MobiHoc Workshop on Cooperative data dissemination in future vehicular networks, in conjunction with MOBIHOC 2020, October 11–14, 2020, Boston, MA, USA

Vehicles are expected to generate and consume an increasing amount of data, but how to perform risk reasoning over relevant data is still not yet solved. Location, time of day and driver behavior change the risk dynamically and make risk assessment challenging. This paper introduces a new paradigm, transferring information from raw sensed data to knowledge and explores the knowledge of risk reasoning through vehicular maneuver conflicts. In particular, we conduct a simulation study to analyze the driving data and extract the knowledge of risky road users and risky locations. We use knowledge to facilitate reduced volume and share it through a Vehicular Knowledge Network (VKN) for better traffic planning and safer driving.

Document Bibtex

Title:Vehicular knowledge networking and application to risk reasoning
Keywords:knowledge, vehicular knowledge networking, risk reasoning
Type:Conference
Language:English
City:Boston
Country:UNITED STATES
Date:
Department:Communication systems
Eurecom ref:6320
Copyright: © ACM, 2020. This is the author's version of the work. It is posted here by permission of ACM for your personal use. Not for redistribution. The definitive version was published in D2VNet 2020, ACM MobiHoc Workshop on Cooperative data dissemination in future vehicular networks, in conjunction with MOBIHOC 2020, October 11–14, 2020, Boston, MA, USA
Bibtex: @inproceedings{EURECOM+6320, year = {2020}, title = {{V}ehicular knowledge networking and application to risk reasoning}, author = {{U}car, {S}eyhan and {H}iguchi, {T}akamasa and {W}ang, {C}hang-{H}eng and {D}eveaux, {D}uncan and {H}{\"a}rri, {J}{\'e}r{\^o}me and {A}ltintas, {O}nur}, booktitle = {{D}2{VN}et 2020, {ACM} {M}obi{H}oc {W}orkshop on {C}ooperative data dissemination in future vehicular networks, in conjunction with {MOBIHOC} 2020, {O}ctober 11\&\#8211;14, 2020, {B}oston, {MA}, {USA}}, address = {{B}oston, {UNITED} {STATES}}, month = {10}, url = {http://www.eurecom.fr/publication/6320} }
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