AI lifecycle zero-touch orchestration within the edge-to-cloud continuum for industry 5.0
The advancements in human-centered artificial intelligence (HCAI) systems for Industry 5.0 is a new phase of industrialization that places the worker at the center of the production process and uses new technologies to increase prosperity beyond jobs and growth. HCAI presents new objectives that wer...
| Autores: | , , , , , , , , , |
|---|---|
| Formato: | artículo |
| Fecha de publicación: | 2024 |
| País: | España |
| Recursos: | Universitat Politècnica de Catalunya (UPC) |
| Repositorio: | UPCommons. Portal del coneixement obert de la UPC |
| Idioma: | inglés |
| OAI Identifier: | oai:upcommons.upc.edu:2117/405057 |
| Acesso em linha: | https://hdl.handle.net/2117/405057 https://dx.doi.org/10.3390/systems12020048 |
| Access Level: | acceso abierto |
| Palavra-chave: | Artificial intelligence Digital twins (Computer simulation) Industries Industry 4.0 Human-centered AI Manufacturing Model orchestration Digital twin Intel·ligència artificial Rèpliques digitals (Simulació per ordinador) Indústries Àrees temàtiques de la UPC::Informàtica::Intel·ligència artificial |
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| dc.title.none.fl_str_mv |
AI lifecycle zero-touch orchestration within the edge-to-cloud continuum for industry 5.0 |
| title |
AI lifecycle zero-touch orchestration within the edge-to-cloud continuum for industry 5.0 |
| spellingShingle |
AI lifecycle zero-touch orchestration within the edge-to-cloud continuum for industry 5.0 Alberti, Enrico Artificial intelligence Digital twins (Computer simulation) Industries Industry 4.0 Human-centered AI Manufacturing Model orchestration Digital twin Intel·ligència artificial Rèpliques digitals (Simulació per ordinador) Indústries Àrees temàtiques de la UPC::Informàtica::Intel·ligència artificial |
| title_short |
AI lifecycle zero-touch orchestration within the edge-to-cloud continuum for industry 5.0 |
| title_full |
AI lifecycle zero-touch orchestration within the edge-to-cloud continuum for industry 5.0 |
| title_fullStr |
AI lifecycle zero-touch orchestration within the edge-to-cloud continuum for industry 5.0 |
| title_full_unstemmed |
AI lifecycle zero-touch orchestration within the edge-to-cloud continuum for industry 5.0 |
| title_sort |
AI lifecycle zero-touch orchestration within the edge-to-cloud continuum for industry 5.0 |
| dc.creator.none.fl_str_mv |
Alberti, Enrico Álvarez Napagao, Sergio|||0000-0001-9946-9703 Anaya, Victor Barroso Isidoro, Marta Barrué Subirana, Cristian|||0000-0002-3342-1085 Beecks, Christian Giménez Ábalos, Víctor Hinjos García, Daniel Jakubiak, Natalia Sànchez-Marrè, Miquel|||0000-0001-9848-5779 |
| author |
Alberti, Enrico |
| author_facet |
Alberti, Enrico Álvarez Napagao, Sergio|||0000-0001-9946-9703 Anaya, Victor Barroso Isidoro, Marta Barrué Subirana, Cristian|||0000-0002-3342-1085 Beecks, Christian Giménez Ábalos, Víctor Hinjos García, Daniel Jakubiak, Natalia Sànchez-Marrè, Miquel|||0000-0001-9848-5779 |
| author_role |
author |
| author2 |
Álvarez Napagao, Sergio|||0000-0001-9946-9703 Anaya, Victor Barroso Isidoro, Marta Barrué Subirana, Cristian|||0000-0002-3342-1085 Beecks, Christian Giménez Ábalos, Víctor Hinjos García, Daniel Jakubiak, Natalia Sànchez-Marrè, Miquel|||0000-0001-9848-5779 |
| author2_role |
author author author author author author author author author |
| dc.subject.none.fl_str_mv |
Artificial intelligence Digital twins (Computer simulation) Industries Industry 4.0 Human-centered AI Manufacturing Model orchestration Digital twin Intel·ligència artificial Rèpliques digitals (Simulació per ordinador) Indústries Àrees temàtiques de la UPC::Informàtica::Intel·ligència artificial |
| topic |
Artificial intelligence Digital twins (Computer simulation) Industries Industry 4.0 Human-centered AI Manufacturing Model orchestration Digital twin Intel·ligència artificial Rèpliques digitals (Simulació per ordinador) Indústries Àrees temàtiques de la UPC::Informàtica::Intel·ligència artificial |
| description |
The advancements in human-centered artificial intelligence (HCAI) systems for Industry 5.0 is a new phase of industrialization that places the worker at the center of the production process and uses new technologies to increase prosperity beyond jobs and growth. HCAI presents new objectives that were unreachable by either humans or machines alone, but this also comes with a new set of challenges. Our proposed method accomplishes this through the knowlEdge architecture, which enables human operators to implement AI solutions using a zero-touch framework. It relies on containerized AI model training and execution, supported by a robust data pipeline and rounded off with human feedback and evaluation interfaces. The result is a platform built from a number of components, spanning all major areas of the AI lifecycle. We outline both the architectural concepts and implementation guidelines and explain how they advance HCAI systems and Industry 5.0. In this article, we address the problems we encountered while implementing the ideas within the edge-to-cloud continuum. Further improvements to our approach may enhance the use of AI in Industry 5.0 and strengthen trust in AI systems. |
| publishDate |
2024 |
| dc.date.none.fl_str_mv |
2024 2024-02-02 2024 2024-03-21 |
| dc.type.none.fl_str_mv |
journal article http://purl.org/coar/resource_type/c_6501 VoR http://purl.org/coar/version/c_970fb48d4fbd8a85 |
| dc.type.openaire.fl_str_mv |
info:eu-repo/semantics/article |
| format |
article |
| dc.identifier.none.fl_str_mv |
https://hdl.handle.net/2117/405057 https://dx.doi.org/10.3390/systems12020048 |
| url |
https://hdl.handle.net/2117/405057 https://dx.doi.org/10.3390/systems12020048 |
| 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 957331 Towards AI powered manufacturing services, processes, and products in an edge-to-cloud-knowlEdge continuum for humans [in-the-loop] |
| dc.rights.none.fl_str_mv |
open access http://purl.org/coar/access_right/c_abf2 Attribution 4.0 International http://creativecommons.org/licenses/by/4.0/ |
| dc.rights.openaire.fl_str_mv |
info:eu-repo/semantics/openAccess |
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open access http://purl.org/coar/access_right/c_abf2 Attribution 4.0 International http://creativecommons.org/licenses/by/4.0/ |
| eu_rights_str_mv |
openAccess |
| dc.format.none.fl_str_mv |
application/pdf |
| dc.publisher.none.fl_str_mv |
Multidisciplinary Digital Publishing Institute (MDPI) |
| publisher.none.fl_str_mv |
Multidisciplinary Digital Publishing Institute (MDPI) |
| dc.source.none.fl_str_mv |
reponame:UPCommons. Portal del coneixement obert de la UPC instname:Universitat Politècnica de Catalunya (UPC) |
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Universitat Politècnica de Catalunya (UPC) |
| reponame_str |
UPCommons. Portal del coneixement obert de la UPC |
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UPCommons. Portal del coneixement obert de la UPC |
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1869404632623611904 |
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AI lifecycle zero-touch orchestration within the edge-to-cloud continuum for industry 5.0Alberti, EnricoÁlvarez Napagao, Sergio|||0000-0001-9946-9703Anaya, VictorBarroso Isidoro, MartaBarrué Subirana, Cristian|||0000-0002-3342-1085Beecks, ChristianGiménez Ábalos, VíctorHinjos García, DanielJakubiak, NataliaSànchez-Marrè, Miquel|||0000-0001-9848-5779Artificial intelligenceDigital twins (Computer simulation)IndustriesIndustry 4.0Human-centered AIManufacturingModel orchestrationDigital twinIntel·ligència artificialRèpliques digitals (Simulació per ordinador)IndústriesÀrees temàtiques de la UPC::Informàtica::Intel·ligència artificialThe advancements in human-centered artificial intelligence (HCAI) systems for Industry 5.0 is a new phase of industrialization that places the worker at the center of the production process and uses new technologies to increase prosperity beyond jobs and growth. HCAI presents new objectives that were unreachable by either humans or machines alone, but this also comes with a new set of challenges. Our proposed method accomplishes this through the knowlEdge architecture, which enables human operators to implement AI solutions using a zero-touch framework. It relies on containerized AI model training and execution, supported by a robust data pipeline and rounded off with human feedback and evaluation interfaces. The result is a platform built from a number of components, spanning all major areas of the AI lifecycle. We outline both the architectural concepts and implementation guidelines and explain how they advance HCAI systems and Industry 5.0. In this article, we address the problems we encountered while implementing the ideas within the edge-to-cloud continuum. Further improvements to our approach may enhance the use of AI in Industry 5.0 and strengthen trust in AI systems.The research leading to these results has received funding from Horizon 2020 and the European Union’s Framework Programme for Research and Innovation (H2020/2014-2020) under grant agreement no. 957331.Peer ReviewedArticle signat per 20 autors/es: Enrico Alberti 1, Sergio Alvarez-Napagao 2, Victor Anaya 3, Marta Barroso 2, Cristian Barrué 4, Christian Beecks 5, Letizia Bergamasco 6, Sisay Adugna Chala 7, Victor Gimenez-Abalos 2, Alexander Graß 7, Daniel Hinjos 2, Maike Holtkemper 5, Natalia Jakubiak 4, Alexandros Nizamis 8, Edoardo Pristeri 6, Miquel Sànchez-Marrè 4, Georg Schlake 5, Jona Scholz 5, Gabriele Scivoletto 1, Stefan Walter 9 / 1 Nextworks Srl, Via Livornese 1027, 56122 Pisa, Italy; 2 Barcelona Supercomputing Center, Plaça Eusebi Güell 1-3, 08034 Barcelona, Spain; 3 Information Catalyst SL, Cl Reina 27, 4-7, 46800 Xativa, Spain; 4 Department of Computer Science, IDEAI Research Centre, Universitat Politècnica de Catalunya (UPC), Carrer Jordi Girona 1-3, 08034 Barcelona, Spain; 5 Department of Data Science, University of Hagen, 58097 Hagen, Germany; 6 LINKS Foundation, Via Pier Carlo Boggio 61, 10138 Torino, Italy; 7 Fraunhofer Institute for Applied Information Technology (FIT), Schloss Birlinghoven, 53757 Sankt Augustin, Germany; 8 Centre for Research and Technology Hellas-Information Technologies Institute (CERTH/ITI), Charilaou-Thermis, 57001 Thessaloniki, Greece; 9 VTT Technical Research Centre of Finland Ltd., Tekniikantie 21, 02150 Espoo, FinlandObjectius de Desenvolupament Sostenible::9 - Indústria, Innovació i InfraestructuraObjectius de Desenvolupament Sostenible::12 - Producció i Consum ResponsablesMultidisciplinary Digital Publishing Institute (MDPI)20242024-02-0220242024-03-21journal articlehttp://purl.org/coar/resource_type/c_6501VoRhttp://purl.org/coar/version/c_970fb48d4fbd8a85info:eu-repo/semantics/articleapplication/pdfhttps://hdl.handle.net/2117/405057https://dx.doi.org/10.3390/systems12020048reponame: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 957331 Towards AI powered manufacturing services, processes, and products in an edge-to-cloud-knowlEdge continuum for humans [in-the-loop]open accesshttp://purl.org/coar/access_right/c_abf2Attribution 4.0 Internationalhttp://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccessoai:upcommons.upc.edu:2117/4050572026-05-27T15:37:01Z |
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15.301603 |