Deliverables
Report on the AIPROFICIENT clustering and networking activities with short assessment of impact
Integration with AI4EU's AI on-demand platformReport on building upon the result of AI4EU project and reuse of key AI enablers data source and AI services
Validation analysis of demonstration scenariosReport detailing the results from data collection and analysis from the pilot sites during validation period based on D61 methodology
Project identity kit and communication materialGuidelines about the project identity and web channels, and communication material published (initial version).
AI-PROFICIENT hybrid models and digital twins first version (state of the art, designing and specification)Report on state of the art design and specification of digital twins physical modelling and simulation of manufacturing processes selected for demonstration activities
Final public project reportReport of AIPROFICIENTs activities decisions results conclusions
System integration and deploymentReport summarising WP achievements related to system integration deployment
User experience evaluationReport on the evaluation of the user experience and recommendation for future improvements of humanmachine interaction
Semantic data model for integrated digital twinsReport on semantic data model developments and strategy for smart data fusion and interlinking of digital twins
Smart components and local AI at system edgeReport summarising WP achievements related to smart components and local AI at the system edge
Best practices and lessons learntAnalysis of the demonstration results lessons learnt at the pilot sites after deployment of AIPROFICIENT and a best practice guide for future deployments
Legal and ethical requirements for human-machine interactionReport on identification of legal and ethical issues at pilot sites and specification of AIPROFICIENT strategy for humanmachine interaction
AI-PROFICIENT approach for XAIReport on the techniques deployed to improve the explainability and transparency of AI enabled recommendation and decision support
Standardization activities of AI-PROFICIENTReport on standardization activities in terms of data interfacing and humanmachine interaction
Project identity kit and communication material (final version)Report on guidelines about the project identity and web channels and communication material published final version updated with results
AI-PROFICIENT validation methodology (final version)Report on methodology for validation of demonstration results LCA and ethical aspects in each pilot site
Pilot-specific demonstration scenariosBased on D11 and D12 report will present the full set of demo scenarios technical and functional aspects to be deployed in the pilots
Future scenario based decision makingReport on the AI tools and mechanisms deployed to enable predictive decisionmaking and selflearning capabilities specification design and implementation
Human-machine interaction and feedback mechanisms (Design and specification)Report on specificationdesign of reinforcement learning mechanisms based on the human knowledge and feedback
AI-PROFICIENT ethical recommendationsReport on the ethical recommendations of AI PROFICIENT and instantiation of HLEG guidelines to manufacturing domain
Human-machine interaction, explainable AI and shop-floor feedbackReport summarising WP achievements related to HMIs XAIs and shopfloor feedback
AI-PROFICIENT system architectureReport on the architectural design of the AI PROFICIENT serviceoriented solution and the underlying AI services and tools
Communication middleware and IIoT interoperability (Design and specification)Report on specificationdesign of the serviceoriented communication middleware and interoperability
Roadmap for dissemination and communication first releaseList of planned activities, their description, place, date and specific target audiences as well as the partners responsible.
AI-PROFICIENT validation methodology (preliminary version)Report on methodology for validation of demonstration results LCA and ethical aspects in each pilot site
Algorithms for data-driven predictive AI analytics developed for improved quality, and fault and incident detection in underlying processes
System-level proactive maintenance strategyAlgorithms for system-level proactive maintenance strategies and KPIs
Local AI for proactive maintenance supportAlgorithms for prognostics applied to manufacturing assets and components.
Predictive AI analytics for component self-diagnosticsAlgorithms for component self-diagnostics and fault identification at system edge.
Publications
Author(s):
Alaaeddine CHAOUB, Alexandre VOISIN, Christophe CERISARA, and Benoıt IUNG
Published in:
Proceedings of the 6th European Conference of the Prognostics and Health Management Society, Issue VOL. 6 NO. 1 (2021), 2021, Page(s) 97-104, ISBN 978-1-936263-34-9
Publisher:
PHM Society
Author(s):
Lazar Berbakov and Nikola Tomasevic
Published in:
Fourth International Balkan Conference on Communications and Networking BalkanCom 2021, 2021
Publisher:
Fourth International Balkan Conference on Communications and Networking BalkanCom 2021
Author(s):
Iker Esnaola-Gonzalez
Published in:
Proceedings of the Workshop on Data meets Applied Ontologies in Explainable AI (DAO-XAI 2021), CEUR, Issue Volume 2998, 2021
Publisher:
3rd International Workshop on Data meets Applied Ontologies
DOI:
10.13140/rg.2.2.29339.18722
Author(s):
Marc M. Anderson & Karën Fort
Published in:
Studies in Computational Intelligence book serie, Issue volume 1083, 2023, Page(s) 317-328, ISSN 1860-9503
Publisher:
Springer International Publishing
DOI:
10.1007/978-3-031-24291-5_25
Author(s):
Nguyen, V.-T., Do, P., & Voisin, A.
Published in:
PHM Society European Conference, Issue 7(1), 2022, Page(s) 586–589, ISBN 978-1-936263-36-3
Publisher:
PHM Society
DOI:
10.36001/phme.2022.v7i1.3294
Author(s):
Marc M. Anderson
Published in:
IAIL 2022: 1st International Workshop on Imagining the AI Landscape After the AI Act, Issue 3221, 2022, ISSN 1613-0073
Publisher:
IAIL 2022
Author(s):
Van-Thai Nguyen, Phuc Do, Alexandre Voisin, and Benoit Iung
Published in:
Proceedings of the 7th European Conference of the Prognostics and Health Management Society 2022, Issue 7(1), 2022, Page(s) 360-367, ISBN 978-1-936263-36-3
Publisher:
PHM Society
DOI:
10.36001/phme.2022.v7i1.3319
Author(s):
Chaoub, A., Cerisara, C., Voisin, A., & Iung, B.
Published in:
Proceedings of the 7th European Conference of the Prognostics and Health Management Society 2022, Issue 7(1), 2022, Page(s) 571-573, ISBN 978-1-936263-36-3
Publisher:
PHM Society
DOI:
10.36001/phme.2022.v7i1.2784
Author(s):
Van-Thai NGUYEN, Phuc DO, Alexandre VOISIN and Benoit IUNG
Published in:
Proceedings of the 31st European Safety and Reliability Conference, Issue 2021, 2021, Page(s) 2142-2149
Publisher:
Research Publishing
DOI:
10.3850/978-981-18-2016-8304-cd
Author(s):
Alaaeddine Chaoub, Christophe Cerisara, Alexandre Voisin, Benoît Iung
Published in:
30th European Signal Processing Conference, EUSIPCO 2022, Aug 2022, Belgrade, Serbia, 2022
Publisher:
EUSIPCO 2022
Author(s):
Kerman Lopez de Calle - Etxabe, Meritxell Gomez - Omella and Eider Garate - Perez
Published in:
Proceedings of the European Conference of the PHM Society 2021, Issue VOL.6 No.1, published: 2021-06-29, 2021, Page(s) 543-551, ISBN 978-1-936263-34-9
Publisher:
EUROPEAN CONFERENCE OF THE PROGNOSTICS AND HEALTH MANAGEMENT SOCIETY
Author(s):
López de Calle - Etxabe Kerman, Garate - Perez Eider, Arnaiz Aitor
Published in:
IFAC PapersOnLine 55-2, Issue 2022, 2022, Page(s) 561–566
Publisher:
Elsevier
DOI:
10.1016/j.ifacol.2022.04.253
Author(s):
Izaskun Fernandez, Cristina Aceta, Eduardo Gilabert, Iker Esnaola-Gonzalez
Published in:
Journal of Web Semantics, Issue 79, 2023, ISSN 1570-8268
Publisher:
Elsevier BV
DOI:
10.1016/j.websem.2023.100808
Author(s):
Van-Thai Nguyen, Phuc Do, Alexandre Vosin, Benoit Iung
Published in:
Reliability Engineering & System Safety, Issue 228, 2022, Page(s) 108757, ISSN 0951-8320
Publisher:
Elsevier BV
DOI:
10.1016/j.ress.2022.108757
Author(s):
Marc M. Anderson & Karën Fort
Published in:
AI & SOCIETY volume, Issue 38, 2023, Page(s) 631-645
Publisher:
Springer
DOI:
10.1007/s00146-022-01531-x
Author(s):
Anderson, Marc, and Karën Fort
Published in:
International Review of Information Ethics, Issue Vol. 31 (08/2022), 2022, Page(s) 1-12, ISSN 2563-5638
Publisher:
Univ. of Alberta, Canada
DOI:
10.29173/irie477
Author(s):
Nguyen, Van-Thai
Published in:
https://hal.univ-lorraine.fr/tel-04205243, Issue 2, 2023
Publisher:
Université de Lorraine
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