Deliverables Documents, reports (28) Reference Scenarios and Use Cases for AI in Manufacturing Report documenting the library of reference scenarios produced in T22 Visual Scene Analysis for Safety Zones Detection-Initial version Prototype of the safety zones detection system T53 Initial version Workers' Training Platform-Initial version Prototype implementation of the workers traininglearning platform T55 Initial version Market Platform and VDIH Services Specification Detailed specifications of the market platform and of the services to be offered through the VDIH T71 Integrated STAR Platform-Initial version Prototype implementation of the integrated STAR platform T62 Initial version Safety and Security Certification Programme for AI Services in Manufacturing-Initial version The project’s certification programme based on the outcomes of T7.4 - Initial version. STAR Reference Architecture and Blueprints-Initial version Documentation of the STARRA 41 methodology Initial version Decentralized Reliability for Industrial Data and Distributed Analytics-Initial version Prototype implementation of the decentralized data reliability infrastructure of task T31 Initial version Dissemination and Communication Activities-Final version A periodic report on the dissemination and communication activities of the project, reflecting the outcomes of T8.1 - Final version. Report on Integration and Collaboration with AI4EU-Final version A report detailing the integration of the project’s market platform and VDIH services within the AI4EU ecosystem, including community building activities and KPIs(T7.5) - Final version. Digital Twins for Security and Safety-Initial version Prototype implementation of the digital twins T52 Initial version Report on Pre-Normative and Standardization Activities Report on the project’s standardization activities based on T8.3. Review of Applicable Standards and Regulations Analysis of the applicable standards including information about their impact on the projects developments T23 Library of XAI algorithms-Initial version Prototype implementation of the XAI algorithms T41 Initial version STAR's Contributions to Clusters and Associations-Final version Report on the project’s contributions to clusters and associations based on work performed in T8.2 - Final version. STAR Reference Architecture and Blueprints-Final version Documentation of the STARRA 41 methodology Final version Report on Co-Design Workshops and Focus Groups-Initial version Initial report on the user studies T26 Cyber-Defence Mechanisms against Poisoning and Evasion Attacks-Initial version Prototype implementation and detailed report on the cyberdefence mechanisms of tasks T32 and T33 M15 Initial version Security and Data Governance Infrastructure-Initial version Prototype implementation of the data governance and security policy management infrastructure of task T34 M17 Initial version Dissemination and Communication Activities-Initial version A periodic report on the dissemination and communication activities of the project reflecting the outcomes of T81 Initial version Detailed Methodology for User Studies and Co-Design Detailed methodology for user studies and codesign Report on Integration and Collaboration with AI4EU-Initial version A report detailing the integration of the project’s market platform and VDIH services within the AI4EU ecosystem, including community building activities and KPIs(T7.5) - Initial version. Reinforcement Learning Techniques for AMRs-Initial version Prototype implementation of the RL for AMRs T54 Initial version Digital Models for Human Centric AI-based Production Processes-Initial version Report on the schemasontologies representing the digital models including APIs and middleware for their management T51 Initial version Integrated Secure and Safe AI Solutions-Initial version Content and demonstrators of solutions in the platform (T7.2) - Initial version. Active Learning Systems and Techniques-Initial version Prototype implementation of AL techniques T43 Initial version Report on Pilot Sites Preparation-Initial version Report on the preparatory activities T61 Initial version STAR's Contributions to Clusters and Associations-Initial version Report on the projects contributions to clusters and associations based on work performed in T82 Initial version Publications Conference proceedings (26) A General and NLP-based Architecture to perform Recommendation: A Use Case for Online Job Search and Skills Acquisition Author(s): Alonso, Rubén; Dessí, Danilo; Meloni, Antonello; Reforgiato Recupero, Diego Published in: In proceedings of the 38th ACM/SIGAPP Symposium On Applied Computing, Issue 18, 2023, Page(s) 936-938 Publisher: ACM DOI: 10.1145/3555776.3577844 Explainable Artificial Intelligence to Enhance Data Trustworthiness in Crowd-Sensing Systems Author(s): Sam Afzal-Houshmand; Dimitrios Papamartzivanos; Sajad Homayoun; Entso Veliou; Christian D. Jensen; Athanasios Voulodimos; Thanassis Giannetsos Published in: 2023 19th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), Issue 3, 2023 Publisher: IEEE DOI: 10.1109/dcoss-iot58021.2023.00093 Highlighting Embeddings’ Features Relevance Attribution on Activation Maps Author(s): Rožanec, J. M., Koehorst, E., & Mladenić, D. Published in: SIKDD, 2023 Publisher: JSI Anticipating human presence for safer worker - robot shared workspaces Author(s): Christos Emmanouilidis; Elena Rica; Bertrand Duqueroie Published in: Proceedings of the 2023 IFAC World Congress, Issue 17, 2023, ISSN 2405-8963 Publisher: ScienceDirect DOI: 10.1016/j.ifacol.2023.10.820 Predicting Operators’ Fatigue in a Human in the Artificial Intelligence Loop for Defect Detection in Manufacturing Author(s): Jože M. Rožanec, Karel Križnar, Elias Montini, Vincenzo Cutrona, Erik Koehorst, Blaž Fortuna, Dunja Mladenić, Christos Emmanouilidis Published in: 22nd IFAC World Congress Yokohama, Japan, July 9-14, 2023, Issue IFAC-PapersOnLine, vol 56(2), 2023, Page(s) 7609-7614 Publisher: Elsevier DOI: 10.1016/j.ifacol.2023.10.1157 On-the-fly image-level oversampling for imbalanced datasets of manufacturing defects Author(s): S. Theodoropoulos, P. Zajek, J. M. Rozanec, D. Kyriazis, P. Tsanakas Published in: Springer, Machine Learning, Special Issue on Imbalanced Learning, 2024 Publisher: Springer Nature DOI: 10.1007/s10994-023-06498-4 Streaming Machine Learning and Online Active Learning for Automated Visual Inspection. Author(s): Jože M. Rožanec; Elena Trajkova; Paulien Dam; Blaž Fortuna; Dunja Mladenić Published in: 14th IFAC Workshop on Intelligent Manufacturing Systems IMS 2022, Issue 18, 2022, ISSN 2405-8963 Publisher: ScienceDirect DOI: 10.1016/j.ifacol.2022.04.206 Robust Anomaly Map Assisted Multiple Defect Detection with Supervised Classification Techniques Author(s): Jože M. Rožanec; Patrik Zajec; Spyros Theodoropoulos; Erik Koehorst; Blaž Fortunat; Dunja Mladenić Published in: Part of Special Issue 22nd IFAC World Congress: Yokohama, Japan, July 9-14, 2023, Issue 32, 2023 Publisher: ScienceDirect DOI: 10.1016/j.ifacol.2023.10.1144 A Perfect Match: Deep Learning Towards Enhanced Data Trustworthiness in Crowd-Sensing Systems Author(s): Afzal-Houshmand, Sam; Homayoun, Sajad; Giannetsos, Thanassis Published in: 2021 Publisher: IEEE DOI: 10.1109/meditcom49071.2021.9647554 XAI-KG: knowledge graph to support XAI and decision-making in manufacturing Author(s): Rožanec, Jože M.; Zajec, Patrik; Kenda, Klemen; Novalija, Inna; Fortuna, Blaž; Mladenić, Dunja Published in: Issue 28, 2021 Publisher: Springer DOI: 10.1007/978-3-030-79022-6_14 Active Learning for Automated Visual Inspection of Manufactured Products Author(s): Trajkova, Elena; Ro��anec, Jo��e M.; Dam, Paulien; Fortuna, Bla��; Mladeni��, Dunja Published in: Slovenian KDD Conference, Issue 19, 2021, ISSN 2331-8422 Publisher: arxiv.org DOI: 10.48550/arxiv.2109.02469 Assessing human-centricity in AI enabled manufacturing systems: a socio-technical evaluation methodology Author(s): Waschull, S., Emmanouilidis, C. Published in: 22nd IFAC World Congress Yokohama, Japan, July 9-14, 2023, Issue IFAC-PapersOnLine, vol 56(2), 2023, Page(s) 1791-1796 Publisher: Elsevier DOI: 10.1016/j.ifacol.2023.10.1891 Human-Centric Industrial Augmented Reality: Requirements and Design Guidelines for Usability Author(s): Florescu, T., Waschull, S., and Emmanouilidis, C. Published in: In: Alfnes, E., Romsdal, A., Strandhagen, J.O., von Cieminski, G., Romero, D. (eds) Advances in Production Management Systems. Production Management Systems for Responsible Manufacturing, Service, and Logistics Futures. APMS 2023. IFIP Advances in Information and Communication Technology., Issue vol 689, 2023, Page(s) 617-632, ISBN 978-3-031-43662-8 Publisher: Springer DOI: 10.1007/978-3-031-43662-8_44 Machine Beats Machine: Machine Learning Models to Defend Against Adversarial Attacks Author(s): Rožanec, Jože M.; Papamartzivanos, Dimitrios; Veliou, Entso; Anastasiou, Theodora; Keizer, Jelle; Fortuna, Blaž; Mladenić, Dunja Published in: SiKDD ’22, October, 2022, Ljubljana, Slovenia, Issue 7, 2022, ISSN 2331-8422 Publisher: ArXiv.org DOI: 10.48550/arxiv.2209.13963 Human in the AI Loop in Production Environments Author(s): Emmanouilidis, Christos; Waschull, Sabine; Bokhorst, Jos; Wortmann, Hans Published in: APMS 2021: Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems, Issue IFIP Advances in Information and Communication Technology; Vol. 633 IFIP, 2021, Page(s) 331- 342 Publisher: Springer DOI: 10.1007/978-3-030-85910-7_35 CaptAinGlove: Capacitive and inertial fusion-based glove for real-time on edge hand gesture recognition for drone control Author(s): Bello, Hymalai, Sungho Suh, Daniel Geißler, Lala Shakti Swarup Ray, Bo Zhou, and Paul Lukowicz Published in: In Adjunct Proceedings of the 2023 ACM International Joint Conference on Pervasive and Ubiquitous Computing & the 2023 ACM International Symposium on Wearable Computing, 2023, Page(s) 165-169 Publisher: ACM DOI: 10.1145/3594739.3610713 XAI for time-series classification leveraging image highlight methods Author(s): Georgios Makridis, Georgios Fatouros, Vasileios Koukos, Dimitrios Kotios, Dimosthenis Kyriazis and Ioannis Soldatos Published in: MEDES 2023, 2023 Publisher: Springer DOI: 10.1007/978-3-031-51643-6_28 Identifying Novel Defects During AI-Driven Visual Quality Inspection Author(s): S.Theodoropoulos, P.Zajec, J.M.Rozanec, D. Dardanis, G. Makridis, D.Kyriazis, P.Tsanakas Published in: IFAC WC 2023, 2023, Page(s) 3738-3743 Publisher: Elsevier DOI: 10.1016/j.ifacol.2023.10.1542 XAI enhancing cyber defence against adversarial attacks in industrial applications Author(s): Georgios Makridis, Spyros Theodoropoulos, Dimitrios Dardanis, Ioannis Makridis, Maria Margarita Separdani, Georgios Fatouros, Dimosthenis Kyriazis, Panagiotis Koulouris Published in: 2022 IEEE 5th International Conference on Image Processing Applications and Systems (IPAS), 2022 Publisher: IEEE DOI: 10.1109/ipas55744.2022.10052858 STARdom: an architecture for trusted and secure human-centered manufacturing systems Author(s): Ro��anec, Jo��e M.; Zajec, Patrik; Kenda, Klemen; Novalija, Inna; Fortuna, Bla��; Mladeni��, Dunja; Veliou, Entso; Papamartzivanos, Dimitrios; Giannetsos, Thanassis; Menesidou, Sofia Anna; Alonso, Rub��n; Cauli, Nino; Recupero, Diego Reforgiato; Kyriazis, Dimosthenis; Sofianidis, Georgios; Theodoropoulos, Spyros; Soldatos, John Published in: Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems, Issue 28, 2021, ISSN 2331-8422 Publisher: Book cover Book cover IFIP International Conference on Advances in Production Management Systems APMS 2021: Advances in Production Management Systems. A DOI: 10.48550/arxiv.2104.00983 Towards a Comprehensive Visual Quality Inspection for Industry 4.0 Author(s): Jože M. Rožanec, Patrik Zajec, Elena Trajkova, Beno Šircelj, Bor Brecelj, Inna Novalija, Paulien Dam, Blaž Fortuna, Dunja Mladenić Published in: 10th IFAC Conference on Manufacturing Modelling, Management and Control MIM 2022, Issue Volume 55, Issue 10, 2022, Page(s) 690-695, ISSN 2405-8963 Publisher: Elsevier DOI: 10.1016/j.ifacol.2022.09.486 Data-Driven Wheel Slip Diagnostics for Improved Railway Operations Author(s): Namoano, Bernadin; Ruiz-Carcel, Cristobal; Emmanouilidis, Christos; Starr, AG Published in: 5th IFAC Workshop on Advanced Maintenance Engineering, Services and Technologies AMEST 2022, Issue Volume 55, Issue 19,, 2022, Page(s) 103-108 Publisher: Elsevier DOI: 10.1016/j.ifacol.2022.09.191 Synthetic Data Augmentation Using GAN For Improved Automated Visual Inspection Author(s): Jože M. Rožanec; Patrik Zajec; Spyros Theodoropoulos; Erik Koehorst; Blaž Fortuna; Dunja Mladenić Published in: 22nd IFAC World Congress, Issue Volume 56, Issue 2,, 2023, Page(s) 11094-11099 Publisher: Elsevier DOI: 10.1016/j.ifacol.2023.10.817 Towards Active Learning Based Smart Assistant for Manufacturing Author(s): Patrik Zajec; Joze M. Rozanec; Inna Novalija; Blaz Fortuna; Dunja Mladenic; Klemen Kenda Published in: APMS (4) IFIP International Conference on Advances in Production Management Systems, Issue 28, 2021 Publisher: HAL DOI: 10.1007/978-3-030-85910-7_31 Explainable Artificial Intelligence Meets Active Learning: A Novel GradCAM-based Active Learning Strategy Author(s): Križnar, K., Fortuna, B., Rožanec, J. M., & Mladenić, D. Published in: Central European Conference on Information and Intelligent Systems, Faculty of Organization and Informatics Varazdin, 2023, Page(s) 399-406 Publisher: Faculty of Organization and Informatics Varazdin Development and application of a human-centric co-creation design method for AI-enabled systems in manufacturing Author(s): Sabine Waschull, Christos Emmanouilidis Published in: 14th IFAC Workshop on Intelligent Manufacturing Systems IMS 2022, Issue Volume 55, Issue 2, 2022, Page(s) 516-521, ISSN 2405-8963 Publisher: Elsevier DOI: 10.1016/j.ifacol.2022.04.246 Peer reviewed articles (13) Enriching Artificial Intelligence Explanations with Knowledge Fragments Author(s): Rožanec, J.; Trajkova, E.; Novalija, I.; Zajec, P.; Kenda, K.; Fortuna, B.; Mladenić, D. Published in: Future Internet 2022,, Issue 14(5):134, 2022, Page(s) 134, ISSN 1422-0067 Publisher: Multidisciplinary Digital Publishing Institute (MDPI) DOI: 10.3390/fi14050134 Active learning and novel model calibration measurements for automated visual inspection in manufacturing Author(s): Jože M. Rožanec; Luka Bizjak; Elena Trajkova; Patrik Zajec; Jelle Keizer; Blaž Fortuna; Dunja Mladenić Published in: Journal of Intelligent Manufacturing, Issue 28, 2023, ISSN 1572-8145 Publisher: Springer Science+Business Media DOI: 10.1007/s10845-023-02098-0 Simulating crowd behaviour combining both microscopic and macroscopic rules Author(s): Saeed, R.A.; Recupero, Diego Reforgiato; Remagnino, Paolo Published in: Information Sciences, Issue Volume 583, January 2022, 2022, Page(s) 137-158, ISSN 0020-0255 Publisher: Elsevier BV DOI: 10.1016/j.ins.2021.11.028 Extending factory digital Twins through human characterisation in Asset Administration Shell Author(s): Vincenzo Cutrona; Niko Bonomi; Elias Montini; Tamas Ruppert; Giacomo Delinavelli; Paolo Pedrazzoli Published in: International Journal of Computer Integrated Manufacturing, Issue 28, 2023, ISSN 1362-3052 Publisher: Taylor & Francis Group DOI: 10.1080/0951192x.2023.2278108 An IIoT Platform For Human-Aware Factory Digital Twins Author(s): Elias Montini, Vincenzo Cutrona, Niko Bonomi, Giuseppe Landolfi, Andrea Bettoni, Paolo Rocco, Emanuele Carpanzano Published in: 55th CIRP Conference on Manufacturing Systems, Issue Procedia CIRP Volume 107, 2022, Page(s) Pages 661-667, ISSN 2212-8271 Publisher: ELSEVIER DOI: 10.1016/j.procir.2022.05.042 Knowledge graph-based rich and confidentiality preserving ExplainableArtificial Intelligence (XAI) Author(s): Jože M. Rožanec, Blaž Fortuna, Dunja Mladenić Published in: Information Fusion, Issue Volume 81, May 2022, 2021, Page(s) Pages 91-102, ISSN 1566-2535 Publisher: Elsevier BV DOI: 10.1016/j.inffus.2021.11.015 Help Me Learn! Architecture and Strategies to Combine Recommendations and Active Learning in Manufacturing Author(s): Patrik Zajec, Jože M. Rožanec, Elena Trajkova, Inna Novalija, Klemen Kenda, Blaž Fortuna and Dunja Mladenić Published in: Information, Issue 2021, 12, 473, 2021, ISSN 1422-0067 Publisher: Multidisciplinary Digital Publishing Institute (MDPI) DOI: 10.3390/info12110473 An Abstraction Layer Exploiting Voice Assistant Technologies for Effective Human—Robot Interaction Author(s): Ruben Alonso, Emanuele Concas and Diego Reforgiato Recupero Published in: Appl. Sci., Issue Appl. Sci. 2021, 11, 9165, 2021, ISSN 1422-0067 Publisher: Multidisciplinary Digital Publishing Institute (MDPI) DOI: 10.3390/app11199165 Worker Activity Recognition in Manufacturing Line Using Near-body Electric Field Author(s): Sungho Suh; Vitor Fortes Rey; Sizhen Bian; Yu-Chi Huang; Jože M. Rožanec; Hooman Tavakoli Ghinani; Bo Zhou; Paul Lukowicz Published in: IEEE - INTERNET OF THINGS JOURNAL, Issue 7, 2023, ISSN 2327-4662 Publisher: Institute of Electrical and Electronics Engineers Inc. DOI: 10.1109/jiot.2023.3330372 Human in the AI loop via xAI and Active Learning for Visual Inspection Author(s): Rožanec, Jože M.; Montini, Elias; Cutrona, Vincenzo; Papamartzivanos, Dimitrios; Klemenčič, Timotej; Fortuna, Blaž; Mladenić, Dunja; Veliou, Entso; Giannetsos, Thanassis; Emmanouilidis, Christos Published in: -, Issue 7, 2023, ISSN 2331-8422 Publisher: ArXiv.org DOI: 10.48550/arxiv.2307.05508 Explaining Bad Forecasts in Global Time Series Models Author(s): Jože M. Rožanec; Elena Trajkova; Klemen Kenda; Blaž Fortuna; Dunja Mladenic Published in: Applied Sciences - Special Issue Explainable Artificial Intelligence (XAI)), Issue 7, 2021, ISSN 2076-3417 Publisher: Applied Sciences DOI: 10.20944/preprints202108.0246.v1 Human-centric artificial intelligence architecture for industry 5.0 applications Author(s): Jože M. Rožanec; Inna Novalija; Patrik Zajec; Klemen Kenda; Hooman Tavakoli Ghinani; Sungho Suh; Entso Veliou; Dimitrios Papamartzivanos; Thanassis Giannetsos; Sofia Anna Menesidou; Ruben Alonso; Nino Cauli; Antonello Meloni; Diego Reforgiato Recupero; Dimosthenis Kyriazis; Georgios Sofianidis; Spyros Theodoropoulos; Blaž Fortuna; Dunja Mladenić; John Soldatos Published in: International Journal of Production Research2023, Vol. 61, No. 20, 6847-6872, Issue 30, 2022, ISSN 0020-7543 Publisher: Taylor & Francis DOI: 10.1080/00207543.2022.2138611 Towards Robustifying Image Classifiers against the Perils of Adversarial Attacks on Artificial Intelligence Systems Author(s): Theodora Anastasiou; Sophia Karagiorgou; Petros Petrou; Dimitrios Papamartzivanos; Thanassis Giannetsos; Georgia Tsirigotaki; Jelle Keizer Published in: Sensors; Volume 22; Issue 18; Pages: 6905, Issue 28, 2022, ISSN 1424-8220 Publisher: Multidisciplinary Digital Publishing Institute (MDPI) DOI: 10.3390/s22186905 Book chapters (1) Visual Quality Control via eXplainable AI and the Case of Human in the AI Loop Author(s): Emmanouilidis, Christos; Rica-Alarcón, Elena; Crespo Márquez, Adolfo; Gómez Fernández, Juan Francisco; González-Prida Díaz, Vincente; Amadi-Echendu, Joe Published in: 16th WCEAM Proceedings ISBN: 9783031254475, Issue 20, 2023 Publisher: Springer DOI: 10.1007/978-3-031-25448-2_24 Monographic books (2) Artificial Intelligence in Manufacturing: Enabling Intelligent, Flexible and Cost-Effective Production Through AI Author(s): Editors: John Soldatos Published in: Artificial Intelligence in Manufacturing: Enabling Intelligent, Flexible and Cost-Effective Production Through AI, 2024, ISBN 978-3-031-46452-2 Publisher: Springer Cham DOI: 10.1007/978-3-031-46452-2 Trusted Artificial Intelligence in Manufacturing: A Review of the Emerging Wave of Ethical and Human Centric AI Technologies for Smart Production Author(s): John Soldatos, Dimosthenis Kyriazis Published in: 2021, ISSN 1555-0788 Publisher: now publishers inc. DOI: 10.1561/9781680838770 Searching for OpenAIRE data... There was an error trying to search data from OpenAIRE No results available
