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FAIRWork

Flexibilization of complex Ecosystems using Democratic AI based Decision Support and Recommendation Systems at Work

Grant period2022-09-01 - 2025-08-31
Funding bodyEuropean Union
Call numberHORIZON-CL4-2021-DIGITAL-EMERGING-01
Grant number101069499
IdentifierG:(EU-Grant)101069499

Note: We provide a decision support system that (a) integrates digital twins to optimize the overall production process according multiple parameters, and (b) democratizes decision making granting human worker and machines a say during decision making. Each individual demand is consolidated to achieve a decision support, which is then optimized. We combine (a) model-based approaches to transparently design, simulate and improve decision making, (b) co-creation laboratory using models and physical experiments as communication media to all actors and, (c) reliability indication of data and AI algorithms. Those models can be assessed according legal, ethical, security and safety concerns and in case of approval ensure that only compliant models are used for decision making. Hybrid decision making is provided by combining human- and machine-centric knowledge representation into a holistic model. Simulations on time, cost, quality, safety or energy efficiency contribute to transparent decision making, which evolves via model changes. BOC provides graphical modelling enabling intuitive knowledge representations for humans. JOTNE provides data repositories for machines. JR provides data marketplaces and optimizations. MORE enable decentralized decision making with AI. RWTH provides both (a) AI and intuitive machine interaction and (b) social and ethical guidance for trustful decision making. The use cases of the car manufacturer CRF and the robot plant provider FLEX are challenged by human and machine interaction, complex environment interactions and influence factors requiring continuous re-arrangements. The challenge is to consider each actors needs in a concise and complex situation still targeting an overall optimization. The non-profit organization OMiLAB provides its world-wide network on modelling omilab.org, and interacts with DIH, PPP on AI, Data and Robotics and contribute with corresponding CSA as part of their mission.
   

Recent Publications

All known publications ...
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http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Dissertation / PhD Thesis  ;  ;
Künstliche Intelligenz erklären, verstehen, nutzen : Anforderungen an Transparenz und ihr Einfluss auf die Nutzung von KI-Entscheidungsunterstützungssystemen
Aachen : RWTH Aachen University 1 Online-Ressource : Illustrationen () [10.18154/RWTH-2025-09177] = Dissertation, Rheinisch-Westfälische Technische Hochschule Aachen, 2025  GO OpenAccess  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article  ;  ;  ;
Transparente KI gestalten – Vertrauen und Nutzung erhöhen
Zeitschrift für wirtschaftlichen Fabrikbetrieb : ZWF 120(6), 444-447 () [10.1515/zwf-2025-1062]  GO  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Software  ;  ;  ;
Disjunctive Graph Job Shop Problem Gymnasium Environment
Zenodo () [10.5281/ZENODO.15044111]  GO  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Contribution to a book/Contribution to a conference proceedings  ;  ;  ;  ;
Curiosity Driven Reinforcement Learning for Job Shop Scheduling
Proceedings of the 17th International Conference on Agents and Artificial Intelligence - (Volume 2) February 23-25, 2025, in Porto, Portugal / Editors: Ana Paula Rocha, Luc Steels and H. Jaap van den Herik
17. International Conference on Agents and Artificial Intelligence, ICAART 2025, PortoPorto, Portugal, 23 Feb 2025 - 25 Feb 20252025-02-232025-02-25 SCITEPRESS - Science and Technology Publications 216-227 () [10.5220/0013143800003890]  GO OpenAccess  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Contribution to a book/Contribution to a conference proceedings  ;  ;
Explainability as a means for transparency? Lay users' requirements towards transparent AI
Cognitive computing and internet of things : proceedings of the 15th International Conference on Applied Human Factors and Ergonimics and the affiliated conferences, Nice, France, 24-27 July 2024 / Editors: Lucas Paletta
15. International Conference on Applied Human Factors and Ergonomics, AHFE 2024, NiceNice, France, 24 Jul 2024 - 27 Jul 20242024-07-242024-07-27 New York, United States of America : AHFE Open Access, AHFE international 124, 144-154 () [10.54941/ahfe1004712]  GO OpenAccess  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Contribution to a book/Contribution to a conference proceedings  ;  ;  ;  ;
From Simple to Sophisticated: Investigating the Spectrum of Decision Support Complexity with AI Integration in Manufacturing
Cognitive computing and internet of things : proceedings of the 15th International Conference on Applied Human Factors and Ergonimics and the affiliated conferences, Nice, France, 24-27 July 2024 / Editors: Lucas Paletta
15. International Conference on Applied Human Factors and Ergonomics, AHFE 2024, NiceNice, France, 24 Jul 2024 - 27 Jul 20242024-07-242024-07-27 New York, United States of America : AHFE Open Access, AHFE international 124, 133-143 () [10.54941/ahfe1004711]  GO OpenAccess  Download fulltext Files  Download fulltextHomepage of publisher BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Contribution to a book/Contribution to a conference proceedings  ;  ;  ;
Reward Shaping for Job Shop Scheduling
Machine learning, optimization, and data science / Giuseppe Nicosia, Varun Ojha, Emanuele La Malfa, Gabriele La Malfa, Panos M. Pardalos, Renato Umeton, editors. - Part 1:
9. International Conference on Machine Learning, Optimization, and Data Science, LOD 2023, GrasmereGrasmere, UK, 22 Sep 2023 - 26 Sep 20232023-09-222023-09-26 Cham : Springer, Lecture notes in computer science 14505, 197-211 () [10.1007/978-3-031-53969-5_16]  GO  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

All known publications ...
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 Record created 2023-02-21, last modified 2023-02-22
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