Safe and Trusted Human Centric Artificial Intelligence in Future Manufacturing Lines

Leistungen

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

Report on Pilot Sites Preparation-Final version

Report on the preparatory activities (T6.1) - Final 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.

Report on Co-Design Workshops and Focus Groups-Final version

Final report on the user studies (T2.6).

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

Human Robot Collaboration Knowledge Base

Prototype implementation of the KB (T4.4).

Cyber-Defence Mechanisms against Poisoning and Evasion Attacks-Final version

Prototype implementation and detailed report on the cyber-defence mechanisms of tasks T3.2 and T3.3 (M27) - Final version.

Simulated Reality for Human Robot Collaboration

Prototype implementation of SR techniques (T4.2).

Digital Twins for Security and Safety-Final version

Prototype implementation of the digital twins (T5.2) -Final version.

Integrated STAR Platform-Final version

Prototype implementation of the integrated STAR platform (T6.2) - Final version.

Security and Data Governance Infrastructure-Final version

Prototype implementation of the data governance and security policy management infrastructure of task T3.4 (M30) - Final version.

Visual Scene Analysis for Safety Zones Detection-Final version

Prototype of the safety zones detection system (T5.3) - Final version.

Library of XAI algorithms-Final version

Prototype implementation of the XAI algorithms (T4.1) - Final version.

Market Implementation and VDIH Establishment

Prototype implementation of market platform and beta launch of the VDIH based on it (T7.1).

Decentralized Reliability for Industrial Data and Distributed Analytics-Final version

Prototype implementation of the decentralized data reliability infrastructure of task T3.1 - Final version.

Active Learning Systems and Techniques-Final version

Prototype implementation of AL techniques (T4.3) - Final version.

Reinforcement Learning Techniques for AMRs-Final version

Prototype implementation of the RL for AMR’s (T5.4) - Final version.

Training and Innovation Management Services

Training and innovation management services (T7.3).

Integrated Secure and Safe AI Solutions-Final version

Content and demonstrators of solutions in the platform (T7.2) - Final version.

Safety and Security Certification Programme for AI Services in Manufacturing-Final version

The project’s certification programme based on the outcomes of T7.4 - Final version.

Workers' Training Platform-Final version

Prototype implementation of the workers’ training/learning platform (T5.5) - Final version.

Digital Models for Human Centric AI-based Production Processes-Final version

Report on the schemas/ontologies representing the digital models, including APIs and middleware for their management (T5.1) - Final version.

Veröffentlichungen

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Herausgeber: ACM
DOI: 10.1145/3555776.3577844

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Veröffentlicht in: 2023 19th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), Ausgabe 3, 2023
Herausgeber: IEEE
DOI: 10.1109/dcoss-iot58021.2023.00093

Highlighting Embeddings’ Features Relevance Attribution on Activation Maps

Autoren: Rožanec, J. M., Koehorst, E., & Mladenić, D.
Veröffentlicht in: SIKDD, 2023
Herausgeber: JSI

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Autoren: Christos Emmanouilidis; Elena Rica; Bertrand Duqueroie
Veröffentlicht in: Proceedings of the 2023 IFAC World Congress, Ausgabe 17, 2023, ISSN 2405-8963
Herausgeber: ScienceDirect
DOI: 10.1016/j.ifacol.2023.10.820

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Autoren: Jože M. Rožanec, Karel Križnar, Elias Montini, Vincenzo Cutrona, Erik Koehorst, Blaž Fortuna, Dunja Mladenić, Christos Emmanouilidis
Veröffentlicht in: 22nd IFAC World Congress Yokohama, Japan, July 9-14, 2023, Ausgabe IFAC-PapersOnLine, vol 56(2), 2023, Seite(n) 7609-7614
Herausgeber: Elsevier
DOI: 10.1016/j.ifacol.2023.10.1157

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Autoren: S. Theodoropoulos, P. Zajek, J. M. Rozanec, D. Kyriazis, P. Tsanakas
Veröffentlicht in: Springer, Machine Learning, Special Ausgabe on Imbalanced Learning, 2024
Herausgeber: Springer Nature
DOI: 10.1007/s10994-023-06498-4

Streaming Machine Learning and Online Active Learning for Automated Visual Inspection.

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Veröffentlicht in: 14th IFAC Workshop on Intelligent Manufacturing Systems IMS 2022, Ausgabe 18, 2022, ISSN 2405-8963
Herausgeber: ScienceDirect
DOI: 10.1016/j.ifacol.2022.04.206

Robust Anomaly Map Assisted Multiple Defect Detection with Supervised Classification Techniques

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Veröffentlicht in: Part of Special Ausgabe 22nd IFAC World Congress: Yokohama, Japan, July 9-14, 2023, Ausgabe 32, 2023
Herausgeber: ScienceDirect
DOI: 10.1016/j.ifacol.2023.10.1144

XAI-KG: knowledge graph to support XAI and decision-making in manufacturing

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Veröffentlicht in: Ausgabe 28, 2021
Herausgeber: Springer
DOI: 10.1007/978-3-030-79022-6_14

Active Learning for Automated Visual Inspection of Manufactured Products

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Veröffentlicht in: Slovenian KDD Conference, Ausgabe 19, 2021, ISSN 2331-8422
Herausgeber: arxiv.org
DOI: 10.48550/arxiv.2109.02469

Assessing human-centricity in AI enabled manufacturing systems: a socio-technical evaluation methodology

Autoren: Waschull, S., Emmanouilidis, C.
Veröffentlicht in: 22nd IFAC World Congress Yokohama, Japan, July 9-14, 2023, Ausgabe IFAC-PapersOnLine, vol 56(2), 2023, Seite(n) 1791-1796
Herausgeber: Elsevier
DOI: 10.1016/j.ifacol.2023.10.1891

Human-Centric Industrial Augmented Reality: Requirements and Design Guidelines for Usability

Autoren: Florescu, T., Waschull, S., and Emmanouilidis, C.
Veröffentlicht 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., Ausgabe vol 689, 2023, Seite(n) 617-632, ISBN 978-3-031-43662-8
Herausgeber: Springer
DOI: 10.1007/978-3-031-43662-8_44

Machine Beats Machine: Machine Learning Models to Defend Against Adversarial Attacks

Autoren: Rožanec, Jože M.; Papamartzivanos, Dimitrios; Veliou, Entso; Anastasiou, Theodora; Keizer, Jelle; Fortuna, Blaž; Mladenić, Dunja
Veröffentlicht in: SiKDD ’22, October, 2022, Ljubljana, Slovenia, Ausgabe 7, 2022, ISSN 2331-8422
Herausgeber: ArXiv.org
DOI: 10.48550/arxiv.2209.13963

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Veröffentlicht 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, Seite(n) 165-169
Herausgeber: ACM
DOI: 10.1145/3594739.3610713

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Veröffentlicht in: MEDES 2023, 2023
Herausgeber: Springer
DOI: 10.1007/978-3-031-51643-6_28

Identifying Novel Defects During AI-Driven Visual Quality Inspection

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Herausgeber: Elsevier
DOI: 10.1016/j.ifacol.2023.10.1542

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Herausgeber: 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

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Herausgeber: Elsevier
DOI: 10.1016/j.ifacol.2022.09.486

Data-Driven Wheel Slip Diagnostics for Improved Railway Operations

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Veröffentlicht in: 5th IFAC Workshop on Advanced Maintenance Engineering, Services and Technologies AMEST 2022, Ausgabe Volume 55, Ausgabe 19,, 2022, Seite(n) 103-108
Herausgeber: Elsevier
DOI: 10.1016/j.ifacol.2022.09.191

Synthetic Data Augmentation Using GAN For Improved Automated Visual Inspection

Autoren: Jože M. Rožanec; Patrik Zajec; Spyros Theodoropoulos; Erik Koehorst; Blaž Fortuna; Dunja Mladenić
Veröffentlicht in: 22nd IFAC World Congress, Ausgabe Volume 56, Ausgabe 2,, 2023, Seite(n) 11094-11099
Herausgeber: Elsevier
DOI: 10.1016/j.ifacol.2023.10.817

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Autoren: Patrik Zajec; Joze M. Rozanec; Inna Novalija; Blaz Fortuna; Dunja Mladenic; Klemen Kenda
Veröffentlicht in: APMS (4) IFIP International Conference on Advances in Production Management Systems, Ausgabe 28, 2021
Herausgeber: HAL
DOI: 10.1007/978-3-030-85910-7_31

Explainable Artificial Intelligence Meets Active Learning: A Novel GradCAM-based Active Learning Strategy

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Herausgeber: Faculty of Organization and Informatics Varazdin

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Veröffentlicht in: 14th IFAC Workshop on Intelligent Manufacturing Systems IMS 2022, Ausgabe Volume 55, Ausgabe 2, 2022, Seite(n) 516-521, ISSN 2405-8963
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DOI: 10.1016/j.ifacol.2022.04.246

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DOI: 10.3390/fi14050134

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Herausgeber: ELSEVIER
DOI: 10.1016/j.procir.2022.05.042

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Veröffentlicht in: Information Fusion, Ausgabe Volume 81, May 2022, 2021, Seite(n) Pages 91-102, ISSN 1566-2535
Herausgeber: Elsevier BV
DOI: 10.1016/j.inffus.2021.11.015

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Herausgeber: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/info12110473

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Herausgeber: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/app11199165

Worker Activity Recognition in Manufacturing Line Using Near-body Electric Field

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Veröffentlicht in: IEEE - INTERNET OF THINGS JOURNAL, Ausgabe 7, 2023, ISSN 2327-4662
Herausgeber: 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

Autoren: Rožanec, Jože M.; Montini, Elias; Cutrona, Vincenzo; Papamartzivanos, Dimitrios; Klemenčič, Timotej; Fortuna, Blaž; Mladenić, Dunja; Veliou, Entso; Giannetsos, Thanassis; Emmanouilidis, Christos
Veröffentlicht in: -, Ausgabe 7, 2023, ISSN 2331-8422
Herausgeber: ArXiv.org
DOI: 10.48550/arxiv.2307.05508

Explaining Bad Forecasts in Global Time Series Models

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Veröffentlicht in: Applied Sciences - Special Ausgabe Explainable Artificial Intelligence (XAI)), Ausgabe 7, 2021, ISSN 2076-3417
Herausgeber: Applied Sciences
DOI: 10.20944/preprints202108.0246.v1

Human-centric artificial intelligence architecture for industry 5.0 applications

Autoren: 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
Veröffentlicht in: International Journal of Production Research2023, Vol. 61, No. 20, 6847-6872, Ausgabe 30, 2022, ISSN 0020-7543
Herausgeber: Taylor & Francis
DOI: 10.1080/00207543.2022.2138611

Towards Robustifying Image Classifiers against the Perils of Adversarial Attacks on Artificial Intelligence Systems

Autoren: Theodora Anastasiou; Sophia Karagiorgou; Petros Petrou; Dimitrios Papamartzivanos; Thanassis Giannetsos; Georgia Tsirigotaki; Jelle Keizer
Veröffentlicht in: Sensors; Volume 22; Ausgabe 18; Pages: 6905, Ausgabe 28, 2022, ISSN 1424-8220
Herausgeber: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s22186905

Visual Quality Control via eXplainable AI and the Case of Human in the AI Loop

Autoren: Emmanouilidis, Christos; Rica-Alarcón, Elena; Crespo Márquez, Adolfo; Gómez Fernández, Juan Francisco; González-Prida Díaz, Vincente; Amadi-Echendu, Joe
Veröffentlicht in: 16th WCEAM Proceedings ISBN: 9783031254475, Ausgabe 20, 2023
Herausgeber: Springer
DOI: 10.1007/978-3-031-25448-2_24

Artificial Intelligence in Manufacturing: Enabling Intelligent, Flexible and Cost-Effective Production Through AI

Autoren: Editors: John Soldatos
Veröffentlicht in: Artificial Intelligence in Manufacturing: Enabling Intelligent, Flexible and Cost-Effective Production Through AI, 2024, ISBN 978-3-031-46452-2
Herausgeber: 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

Autoren: John Soldatos, Dimosthenis Kyriazis
Veröffentlicht in: 2021, ISSN 1555-0788
Herausgeber: now publishers inc.
DOI: 10.1561/9781680838770

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