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Publications

Scientific research is one of the key building blocks of the knowlEdge project and enables us to (i) utilize state-of-the-art methods and concepts and (ii) report on our key findings and contributions to the scientific community. The following list will eventually grow over the course of its project and reflect the publicly available scientific progress we made. Each publication includes at least one project member.

2024

Anaya, Victor; Alberti, Enrico; Scivoletto, Gabriele

A Manufacturing Digital Twin Framework Book Chapter

In: Soldatos, John (Ed.): Artificial Intelligence in Manufacturing, pp. 181–193, Springer, Cham, 2024, ISBN: 978-3-031-46451-5.

Abstract | Links | BibTeX

Alberti, Enrico; Alvarez-Napagao, Sergio; Anaya, Victor; Barroso, Marta; Barrué, Cristian; Beecks, Christian; Bergamasco, Letizia; Chala, Sisay Adugna; Gimenez-Abalos, Victor; Graß, Alexander; Hinjos, Daniel; Holtkemper, Maike; Jakubiak, Natalia; Nizamis, Alexandros; Pristeri, Edoardo; Sànchez-Marrè, Miquel; Schlake, Georg; Scholz, Jona; Scivoletto, Gabriele; Walter, Stefan

AI Lifecycle Zero-Touch Orchestration within the Edge-to-Cloud Continuum for Industry 5.0 Journal Article

In: Systems, vol. 12, iss. 2, no. 48, 2024.

Abstract | Links | BibTeX

Domenech i Vila, M.; Gnatyshak, D.; Tormos, A.; Gimenez-Abalos, V.; Alvarez-Napagao, S.

Explaining the Behaviour of Reinforcement Learning Agents in a Multi-Agent Cooperative Environment Using Policy Graphs Journal Article

In: Electronics, vol. 13, iss. 3, no. 573, 2024.

Abstract | Links | BibTeX

2023

Walter, Stefan

Impacts of AI driven manufacturing processes on supply chains: the contributions of the knowlEdge project Journal Article

In: Transportation Research Procedia, vol. 72, pp. 3443-3449, 2023.

Abstract | Links | BibTeX

Nizamis, Alexandros; Schlake, Georg; Siachamis, Georgios; Dimitriadis, Vasileios; Patsonakis, Christos; Beecks, Christian; Ioannidis, Dimosthenis; Votis, Konstantinos; Tzovaras, Dimitrios

Designing a Marketplace to Exchange AI Models for Industry 5.0 Book Chapter

In: Soldatos, J. (Ed.): Artificial Intelligence in Manufacturing, pp. 27–41, Springer, Cham., 2023, ISBN: 978-3-031-46451-5.

Abstract | Links | BibTeX

Chala, Sisay Adugna; Graß, Alexander

Human-AI Interaction for Semantic Knowledge Enrichment of AI Model Output Book Chapter

In: Soldatos, John (Ed.): Artificial Intelligence in Manufacturing, pp. 7–41, Springer, Cham, 2023, ISBN: 978-3-031-46451-5.

Abstract | Links | BibTeX

Walter, Stefan; Mikkola, Markku

Advancing Networked Production Through Decentralised Technical Intelligence Book Chapter

In: Soldatos, John (Ed.): pp. 281–300, 2023, ISBN: 978-3-031-46451-5.

Abstract | Links | BibTeX

Barroso, M.; Hinjos, D.; Martin, P. A.; Gonzalez-Mallo, M.; Gimenez-Abalos, V.; Alvarez-Napagao, S.

Boosting AutoML and XAI in Manufacturing: AI Model Generation Framework Book Chapter

In: Soldatos, John (Ed.): Artificial Intelligence in Manufacturing , pp. 333–350, 2023, ISBN: 978-3-031-46451-5.

Abstract | Links | BibTeX

Scholz, Jona; Holtkemper, Maike; Graß, Alexander; Beecks, Christian

Anomaly Detection in Manufacturing Book Chapter

In: Soldatos, John (Ed.): Artificial Intelligence in Manufacturing, pp. 351–360, Springer, Cham, 2023, ISBN: 978-3-031-46451-5.

Abstract | Links | BibTeX

Walter, Stefan

Designing Human and Artificial Intelligence Interactions in Industry X Book Chapter

In: Service Design for Emerging Technologies Product Development, 2023.

Links | BibTeX

Walter, Stefan

AI impacts on supply chain performance : a manufacturing use case study Journal Article

In: Discover Artificial Intelligence, vol. 3, no. 18, 2023.

Abstract | Links | BibTeX

2022

Wajid, U.; Nizamis, A.; & Anaya, V.

Towards Industry 5.0–A Trustworthy AI Framework for Digital Manufacturing with Humans in Control Proceeding

Proceedings of Interoperability for Enterprise Systems and Applications Workshops (I-ESA Workshops 2022), Valencia, Spain, March 23-25, 2022. Published on CEUR-WS: 14-Sep-2022 , 2022, ISSN: 1613-0073.

Abstract | Links | BibTeX

Georgiadis, K.; Nizamis, A.; Vafeiadis, T.; Ioannidis, D.; & Tzovaras, D.

Production Scheduling Optimization enabled by Digital Cognitive Platform Journal Article

In: Procedia Computer Science, vol. 204, pp. 424-431, 2022.

Abstract | Links | BibTeX

Berns, Fabian; Hüwel, Jan David; Beecks, Christian

Automated Model Inference for Gaussian Processes: An Overview of State-of-the-Art Methods and Algorithms Journal Article

In: SN Computer Science, vol. 3, no. 4, pp. 300, 2022.

Links | BibTeX

Schlake, Georg Stefan; Hüwel, Jan David; Berns, Fabian; Beecks, Christian

Evaluating the Lottery Ticket Hypothesis to Sparsify Neural Networks for Time Series Classification Inproceedings

In: IEEE International Conference on Data Engineering (ICDE) Workshops, Kuala Lumpur, Malaysia, May 9, 2022, pp. 70-73, IEEE, 2022.

Links | BibTeX

knowlEdge Project,

knowlEdge Project -- Concept, Methodology and Innovations for Artificial Intelligence in Industry 4.0 Online

2022, visited: 06.04.2022.

Links | BibTeX

2021

Berns, Fabian; Hüwel, Jan David; Beecks, Christian

LOGIC: Probabilistic Machine Learning for Time Series Classification Inproceedings

In: 2021 IEEE International Conference on Data Mining (ICDM), pp. 1000–1005, IEEE, Auckland, New Zealand, 2021, ISBN: 978-1-66542-398-4.

Links | BibTeX

Alvarez-Napagao, Sergio; Ashmore, Boki; Barroso, Marta; Barrué, Cristian; Beecks, Christian; Berns, Fabian; Bosi, Ilaria; Chala, Sisay Adugna; Ciulli, Nicola; Garcia-Gasulla, Marta; Grass, Alexander; Ioannidis, Dimosthenis; Jakubiak, Natalia; Köpke, Karl; Lämsä, Ville; Megias, Pedro; Nizamis, Alexandros; Pastrone, Claudio; Rossini, Rosaria; Sànchez-Marrè, Miquel; Ziliotti, Luca

knowlEdge Project -- Concept, Methodology and Innovations for Artificial Intelligence in Industry 4.0 Inproceedings

In: IEEE 19th International Conference on Industrial Informatics (INDIN), pp. 1-7, IEEE, 2021.

Links | BibTeX

Berns, Fabian; Strueber, Joschka Hannes; Beecks, Christian

Local Gaussian Process Model Inference Classification for Time Series Data Inproceedings

In: Zhu, Qiang; Zhu, Xingquan; Tu, Yicheng; Xu, Zichen; Kumar, Anand (Ed.): SSDBM 2021: 33rd International Conference on Scientific and Statistical Database Management, Tampa, FL, USA, July 6-7, 2021, pp. 209–213, ACM, 2021.

Links | BibTeX

Hüwel, Jan David; Berns, Fabian; Beecks, Christian

Automated Kernel Search for Gaussian Processes on Data Streams Inproceedings

In: 2021 IEEE International Conference on Big Data (Big Data), Orlando, FL, USA, December 15-18, 2021, pp. 3584–3588, IEEE, 2021.

Links | BibTeX