Safety-related challenges and opportunities for GPUs in the automotive domain

GPUs have been shown to cover the computing performance needs of autonomous driving (AD) systems. However, since the GPUs used for AD build on designs for the mainstream market, they may lack fundamental properties for correct operation under automotive's safety regulations. In this paper, we a...

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Autores: Alcaide Portet, Sergi|||0000-0001-8561-7795, Kosmidis, Leonidas, Tabani, Hamid, Hernández Luz, Carles, Abella Ferrer, Jaume|||0000-0001-7951-4028, Cazorla Almeida, Francisco Javier
Tipo de recurso: artículo
Fecha de publicación:2018
País:España
Institución:Universitat Politècnica de Catalunya (UPC)
Repositorio:UPCommons. Portal del coneixement obert de la UPC
Idioma:inglés
OAI Identifier:oai:upcommons.upc.edu:2117/166388
Acceso en línea:https://hdl.handle.net/2117/166388
https://dx.doi.org/10.1109/MM.2018.2873870
Access Level:acceso abierto
Palabra clave:High performance computing
Traffic engineering
Graphics processing units
Safety
ISO Standards
Hardware acceleration
Automotive engineering
Redundancy
Unmanned autonomous vehicles
Supercomputadors
Enginyeria del trànsit
Unitats de processament gràfic
Àrees temàtiques de la UPC::Informàtica::Arquitectura de computadors
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repository_id_str
spelling Safety-related challenges and opportunities for GPUs in the automotive domainAlcaide Portet, Sergi|||0000-0001-8561-7795Kosmidis, LeonidasTabani, HamidHernández Luz, CarlesAbella Ferrer, Jaume|||0000-0001-7951-4028Cazorla Almeida, Francisco JavierHigh performance computingTraffic engineeringGraphics processing unitsSafetyISO StandardsHardware accelerationAutomotive engineeringRedundancyUnmanned autonomous vehiclesSupercomputadorsEnginyeria del trànsitUnitats de processament gràficÀrees temàtiques de la UPC::Informàtica::Arquitectura de computadorsGPUs have been shown to cover the computing performance needs of autonomous driving (AD) systems. However, since the GPUs used for AD build on designs for the mainstream market, they may lack fundamental properties for correct operation under automotive's safety regulations. In this paper, we analyze some of the main challenges in hardware and software design to embrace GPUs as the reference computing solution for AD, with the emphasis in ISO 26262 functional safety requirements.Authors would like to thank Guillem Bernat from Rapita Systems for his technical feedback on this work. The research leading to this work has received funding from the European Re-search Council (ERC) under the European Union's Horizon 2020 research and innovation programme (grant agreement No. 772773). This work has also been partially supported by the Spanish Ministry of Science and Innovation under grant TIN2015-65316-P and the HiPEAC Network of Excellence. Jaume Abella has been partially supported by the Ministry of Economy and Competitiveness under Ramon y Cajal postdoctoral fellowship number RYC-2013-14717. Carles Hernández is jointly funded by the Spanish Ministry of Economy and Competitiveness and FEDER funds through grant TIN2014-60404-JIN.Peer ReviewedIEEE20182018-10-0920192019-07-17journal articlehttp://purl.org/coar/resource_type/c_6501AMhttp://purl.org/coar/version/c_ab4af688f83e57aainfo:eu-repo/semantics/articleapplication/pdfhttps://hdl.handle.net/2117/166388https://dx.doi.org/10.1109/MM.2018.2873870reponame:UPCommons. Portal del coneixement obert de la UPCinstname:Universitat Politècnica de Catalunya (UPC)InglésengEuropean Commission http://doi.org/10.13039/100010661 Horizon 2020 Framework Programme 772773 Sustainable Performance for High-Performance Embedded Computing SystemsMinisterio de Economía y Competitividad http://doi.org/10.13039/501100003329 TIN2015-65316-P COMPUTACION DE ALTAS PRESTACIONES VIIMinisterio de Economía y Competitividad http://doi.org/10.13039/501100003329 RYC-2013-14717 RYC-2013-14717Ministerio de Economía y Competitividad http://doi.org/10.13039/501100003329 TIN2014-60404-JIN PROBABILISTIC TIMING ANALYSIS OF HIGH-PERFORMANCE AND RELIABLE PROCESSORSopen accesshttp://purl.org/coar/access_right/c_abf2info:eu-repo/semantics/openAccessoai:upcommons.upc.edu:2117/1663882026-05-27T15:37:01Z
dc.title.none.fl_str_mv Safety-related challenges and opportunities for GPUs in the automotive domain
title Safety-related challenges and opportunities for GPUs in the automotive domain
spellingShingle Safety-related challenges and opportunities for GPUs in the automotive domain
Alcaide Portet, Sergi|||0000-0001-8561-7795
High performance computing
Traffic engineering
Graphics processing units
Safety
ISO Standards
Hardware acceleration
Automotive engineering
Redundancy
Unmanned autonomous vehicles
Supercomputadors
Enginyeria del trànsit
Unitats de processament gràfic
Àrees temàtiques de la UPC::Informàtica::Arquitectura de computadors
title_short Safety-related challenges and opportunities for GPUs in the automotive domain
title_full Safety-related challenges and opportunities for GPUs in the automotive domain
title_fullStr Safety-related challenges and opportunities for GPUs in the automotive domain
title_full_unstemmed Safety-related challenges and opportunities for GPUs in the automotive domain
title_sort Safety-related challenges and opportunities for GPUs in the automotive domain
dc.creator.none.fl_str_mv Alcaide Portet, Sergi|||0000-0001-8561-7795
Kosmidis, Leonidas
Tabani, Hamid
Hernández Luz, Carles
Abella Ferrer, Jaume|||0000-0001-7951-4028
Cazorla Almeida, Francisco Javier
author Alcaide Portet, Sergi|||0000-0001-8561-7795
author_facet Alcaide Portet, Sergi|||0000-0001-8561-7795
Kosmidis, Leonidas
Tabani, Hamid
Hernández Luz, Carles
Abella Ferrer, Jaume|||0000-0001-7951-4028
Cazorla Almeida, Francisco Javier
author_role author
author2 Kosmidis, Leonidas
Tabani, Hamid
Hernández Luz, Carles
Abella Ferrer, Jaume|||0000-0001-7951-4028
Cazorla Almeida, Francisco Javier
author2_role author
author
author
author
author
dc.subject.none.fl_str_mv High performance computing
Traffic engineering
Graphics processing units
Safety
ISO Standards
Hardware acceleration
Automotive engineering
Redundancy
Unmanned autonomous vehicles
Supercomputadors
Enginyeria del trànsit
Unitats de processament gràfic
Àrees temàtiques de la UPC::Informàtica::Arquitectura de computadors
topic High performance computing
Traffic engineering
Graphics processing units
Safety
ISO Standards
Hardware acceleration
Automotive engineering
Redundancy
Unmanned autonomous vehicles
Supercomputadors
Enginyeria del trànsit
Unitats de processament gràfic
Àrees temàtiques de la UPC::Informàtica::Arquitectura de computadors
description GPUs have been shown to cover the computing performance needs of autonomous driving (AD) systems. However, since the GPUs used for AD build on designs for the mainstream market, they may lack fundamental properties for correct operation under automotive's safety regulations. In this paper, we analyze some of the main challenges in hardware and software design to embrace GPUs as the reference computing solution for AD, with the emphasis in ISO 26262 functional safety requirements.
publishDate 2018
dc.date.none.fl_str_mv 2018
2018-10-09
2019
2019-07-17
dc.type.none.fl_str_mv journal article
http://purl.org/coar/resource_type/c_6501
AM
http://purl.org/coar/version/c_ab4af688f83e57aa
dc.type.openaire.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.none.fl_str_mv https://hdl.handle.net/2117/166388
https://dx.doi.org/10.1109/MM.2018.2873870
url https://hdl.handle.net/2117/166388
https://dx.doi.org/10.1109/MM.2018.2873870
dc.language.none.fl_str_mv Inglés
eng
language_invalid_str_mv Inglés
language eng
dc.relation.none.fl_str_mv European Commission http://doi.org/10.13039/100010661 Horizon 2020 Framework Programme 772773 Sustainable Performance for High-Performance Embedded Computing Systems
Ministerio de Economía y Competitividad http://doi.org/10.13039/501100003329 TIN2015-65316-P COMPUTACION DE ALTAS PRESTACIONES VII
Ministerio de Economía y Competitividad http://doi.org/10.13039/501100003329 RYC-2013-14717 RYC-2013-14717
Ministerio de Economía y Competitividad http://doi.org/10.13039/501100003329 TIN2014-60404-JIN PROBABILISTIC TIMING ANALYSIS OF HIGH-PERFORMANCE AND RELIABLE PROCESSORS
dc.rights.none.fl_str_mv open access
http://purl.org/coar/access_right/c_abf2
dc.rights.openaire.fl_str_mv info:eu-repo/semantics/openAccess
rights_invalid_str_mv open access
http://purl.org/coar/access_right/c_abf2
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv IEEE
publisher.none.fl_str_mv IEEE
dc.source.none.fl_str_mv reponame:UPCommons. Portal del coneixement obert de la UPC
instname:Universitat Politècnica de Catalunya (UPC)
instname_str Universitat Politècnica de Catalunya (UPC)
reponame_str UPCommons. Portal del coneixement obert de la UPC
collection UPCommons. Portal del coneixement obert de la UPC
repository.name.fl_str_mv
repository.mail.fl_str_mv
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score 15,300719

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