Safe and Trusted Human Centric Artificial Intelligence in Future Manufacturing Lines

Risultati finali

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.

Pubblicazioni

A General and NLP-based Architecture to perform Recommendation: A Use Case for Online Job Search and Skills Acquisition

Autori: Alonso, Rubén; Dessí, Danilo; Meloni, Antonello; Reforgiato Recupero, Diego
Pubblicato in: In proceedings of the 38th ACM/SIGAPP Symposium On Applied Computing, Numero 18, 2023, Pagina/e 936-938
Editore: ACM
DOI: 10.1145/3555776.3577844

Explainable Artificial Intelligence to Enhance Data Trustworthiness in Crowd-Sensing Systems

Autori: Sam Afzal-Houshmand; Dimitrios Papamartzivanos; Sajad Homayoun; Entso Veliou; Christian D. Jensen; Athanasios Voulodimos; Thanassis Giannetsos
Pubblicato in: 2023 19th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), Numero 3, 2023
Editore: IEEE
DOI: 10.1109/dcoss-iot58021.2023.00093

Highlighting Embeddings’ Features Relevance Attribution on Activation Maps

Autori: Rožanec, J. M., Koehorst, E., & Mladenić, D.
Pubblicato in: SIKDD, 2023
Editore: JSI

Anticipating human presence for safer worker - robot shared workspaces

Autori: Christos Emmanouilidis; Elena Rica; Bertrand Duqueroie
Pubblicato in: Proceedings of the 2023 IFAC World Congress, Numero 17, 2023, ISSN 2405-8963
Editore: 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

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

On-the-fly image-level oversampling for imbalanced datasets of manufacturing defects

Autori: S. Theodoropoulos, P. Zajek, J. M. Rozanec, D. Kyriazis, P. Tsanakas
Pubblicato in: Springer, Machine Learning, Special Numero on Imbalanced Learning, 2024
Editore: Springer Nature
DOI: 10.1007/s10994-023-06498-4

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

Autori: Jože M. Rožanec; Elena Trajkova; Paulien Dam; Blaž Fortuna; Dunja Mladenić
Pubblicato in: 14th IFAC Workshop on Intelligent Manufacturing Systems IMS 2022, Numero 18, 2022, ISSN 2405-8963
Editore: ScienceDirect
DOI: 10.1016/j.ifacol.2022.04.206

Robust Anomaly Map Assisted Multiple Defect Detection with Supervised Classification Techniques

Autori: Jože M. Rožanec; Patrik Zajec; Spyros Theodoropoulos; Erik Koehorst; Blaž Fortunat; Dunja Mladenić
Pubblicato in: Part of Special Numero 22nd IFAC World Congress: Yokohama, Japan, July 9-14, 2023, Numero 32, 2023
Editore: ScienceDirect
DOI: 10.1016/j.ifacol.2023.10.1144

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

Autori: Rožanec, Jože M.; Zajec, Patrik; Kenda, Klemen; Novalija, Inna; Fortuna, Blaž; Mladenić, Dunja
Pubblicato in: Numero 28, 2021
Editore: Springer
DOI: 10.1007/978-3-030-79022-6_14

Active Learning for Automated Visual Inspection of Manufactured Products

Autori: Trajkova, Elena; Ro��anec, Jo��e M.; Dam, Paulien; Fortuna, Bla��; Mladeni��, Dunja
Pubblicato in: Slovenian KDD Conference, Numero 19, 2021, ISSN 2331-8422
Editore: arxiv.org
DOI: 10.48550/arxiv.2109.02469

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

Autori: Waschull, S., Emmanouilidis, C.
Pubblicato in: 22nd IFAC World Congress Yokohama, Japan, July 9-14, 2023, Numero IFAC-PapersOnLine, vol 56(2), 2023, Pagina/e 1791-1796
Editore: Elsevier
DOI: 10.1016/j.ifacol.2023.10.1891

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

Autori: Florescu, T., Waschull, S., and Emmanouilidis, C.
Pubblicato 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., Numero vol 689, 2023, Pagina/e 617-632, ISBN 978-3-031-43662-8
Editore: Springer
DOI: 10.1007/978-3-031-43662-8_44

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

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

CaptAinGlove: Capacitive and inertial fusion-based glove for real-time on edge hand gesture recognition for drone control

Autori: Bello, Hymalai, Sungho Suh, Daniel Geißler, Lala Shakti Swarup Ray, Bo Zhou, and Paul Lukowicz
Pubblicato 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, Pagina/e 165-169
Editore: ACM
DOI: 10.1145/3594739.3610713

XAI for time-series classification leveraging image highlight methods

Autori: Georgios Makridis, Georgios Fatouros, Vasileios Koukos, Dimitrios Kotios, Dimosthenis Kyriazis and Ioannis Soldatos
Pubblicato in: MEDES 2023, 2023
Editore: Springer
DOI: 10.1007/978-3-031-51643-6_28

Identifying Novel Defects During AI-Driven Visual Quality Inspection

Autori: S.Theodoropoulos, P.Zajec, J.M.Rozanec, D. Dardanis, G. Makridis, D.Kyriazis, P.Tsanakas
Pubblicato in: IFAC WC 2023, 2023, Pagina/e 3738-3743
Editore: Elsevier
DOI: 10.1016/j.ifacol.2023.10.1542

STARdom: an architecture for trusted and secure human-centered manufacturing systems

Autori: 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
Pubblicato in: Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems, Numero 28, 2021, ISSN 2331-8422
Editore: 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

Autori: Jože M. Rožanec, Patrik Zajec, Elena Trajkova, Beno Šircelj, Bor Brecelj, Inna Novalija, Paulien Dam, Blaž Fortuna, Dunja Mladenić
Pubblicato in: 10th IFAC Conference on Manufacturing Modelling, Management and Control MIM 2022, Numero Volume 55, Numero 10, 2022, Pagina/e 690-695, ISSN 2405-8963
Editore: Elsevier
DOI: 10.1016/j.ifacol.2022.09.486

Data-Driven Wheel Slip Diagnostics for Improved Railway Operations

Autori: Namoano, Bernadin; Ruiz-Carcel, Cristobal; Emmanouilidis, Christos; Starr, AG
Pubblicato in: 5th IFAC Workshop on Advanced Maintenance Engineering, Services and Technologies AMEST 2022, Numero Volume 55, Numero 19,, 2022, Pagina/e 103-108
Editore: Elsevier
DOI: 10.1016/j.ifacol.2022.09.191

Synthetic Data Augmentation Using GAN For Improved Automated Visual Inspection

Autori: Jože M. Rožanec; Patrik Zajec; Spyros Theodoropoulos; Erik Koehorst; Blaž Fortuna; Dunja Mladenić
Pubblicato in: 22nd IFAC World Congress, Numero Volume 56, Numero 2,, 2023, Pagina/e 11094-11099
Editore: Elsevier
DOI: 10.1016/j.ifacol.2023.10.817

Towards Active Learning Based Smart Assistant for Manufacturing

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

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

Autori: Križnar, K., Fortuna, B., Rožanec, J. M., & Mladenić, D.
Pubblicato in: Central European Conference on Information and Intelligent Systems, Faculty of Organization and Informatics Varazdin, 2023, Pagina/e 399-406
Editore: Faculty of Organization and Informatics Varazdin

Development and application of a human-centric co-creation design method for AI-enabled systems in manufacturing

Autori: Sabine Waschull, Christos Emmanouilidis
Pubblicato in: 14th IFAC Workshop on Intelligent Manufacturing Systems IMS 2022, Numero Volume 55, Numero 2, 2022, Pagina/e 516-521, ISSN 2405-8963
Editore: Elsevier
DOI: 10.1016/j.ifacol.2022.04.246

Enriching Artificial Intelligence Explanations with Knowledge Fragments

Autori: Rožanec, J.; Trajkova, E.; Novalija, I.; Zajec, P.; Kenda, K.; Fortuna, B.; Mladenić, D.
Pubblicato in: Future Internet 2022,, Numero 14(5):134, 2022, Pagina/e 134, ISSN 1422-0067
Editore: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/fi14050134

Active learning and novel model calibration measurements for automated visual inspection in manufacturing

Autori: Jože M. Rožanec; Luka Bizjak; Elena Trajkova; Patrik Zajec; Jelle Keizer; Blaž Fortuna; Dunja Mladenić
Pubblicato in: Journal of Intelligent Manufacturing, Numero 28, 2023, ISSN 1572-8145
Editore: Springer Science+Business Media
DOI: 10.1007/s10845-023-02098-0

Simulating crowd behaviour combining both microscopic and macroscopic rules

Autori: Saeed, R.A.; Recupero, Diego Reforgiato; Remagnino, Paolo
Pubblicato in: Information Sciences, Numero Volume 583, January 2022, 2022, Pagina/e 137-158, ISSN 0020-0255
Editore: Elsevier BV
DOI: 10.1016/j.ins.2021.11.028

Extending factory digital Twins through human characterisation in Asset Administration Shell

Autori: Vincenzo Cutrona; Niko Bonomi; Elias Montini; Tamas Ruppert; Giacomo Delinavelli; Paolo Pedrazzoli
Pubblicato in: International Journal of Computer Integrated Manufacturing, Numero 28, 2023, ISSN 1362-3052
Editore: Taylor & Francis Group
DOI: 10.1080/0951192x.2023.2278108

An IIoT Platform For Human-Aware Factory Digital Twins

Autori: Elias Montini, Vincenzo Cutrona, Niko Bonomi, Giuseppe Landolfi, Andrea Bettoni, Paolo Rocco, Emanuele Carpanzano
Pubblicato in: 55th CIRP Conference on Manufacturing Systems, Numero Procedia CIRP Volume 107, 2022, Pagina/e Pages 661-667, ISSN 2212-8271
Editore: ELSEVIER
DOI: 10.1016/j.procir.2022.05.042

Knowledge graph-based rich and confidentiality preserving ExplainableArtificial Intelligence (XAI)

Autori: Jože M. Rožanec, Blaž Fortuna, Dunja Mladenić
Pubblicato in: Information Fusion, Numero Volume 81, May 2022, 2021, Pagina/e Pages 91-102, ISSN 1566-2535
Editore: Elsevier BV
DOI: 10.1016/j.inffus.2021.11.015

Help Me Learn! Architecture and Strategies to Combine Recommendations and Active Learning in Manufacturing

Autori: Patrik Zajec, Jože M. Rožanec, Elena Trajkova, Inna Novalija, Klemen Kenda, Blaž Fortuna and Dunja Mladenić
Pubblicato in: Information, Numero 2021, 12, 473, 2021, ISSN 1422-0067
Editore: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/info12110473

An Abstraction Layer Exploiting Voice Assistant Technologies for Effective Human—Robot Interaction

Autori: Ruben Alonso, Emanuele Concas and Diego Reforgiato Recupero
Pubblicato in: Appl. Sci., Numero Appl. Sci. 2021, 11, 9165, 2021, ISSN 1422-0067
Editore: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/app11199165

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

Autori: Sungho Suh; Vitor Fortes Rey; Sizhen Bian; Yu-Chi Huang; Jože M. Rožanec; Hooman Tavakoli Ghinani; Bo Zhou; Paul Lukowicz
Pubblicato in: IEEE - INTERNET OF THINGS JOURNAL, Numero 7, 2023, ISSN 2327-4662
Editore: 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

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

Explaining Bad Forecasts in Global Time Series Models

Autori: Jože M. Rožanec; Elena Trajkova; Klemen Kenda; Blaž Fortuna; Dunja Mladenic
Pubblicato in: Applied Sciences - Special Numero Explainable Artificial Intelligence (XAI)), Numero 7, 2021, ISSN 2076-3417
Editore: Applied Sciences
DOI: 10.20944/preprints202108.0246.v1

Human-centric artificial intelligence architecture for industry 5.0 applications

Autori: 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
Pubblicato in: International Journal of Production Research2023, Vol. 61, No. 20, 6847-6872, Numero 30, 2022, ISSN 0020-7543
Editore: Taylor & Francis
DOI: 10.1080/00207543.2022.2138611

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

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

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

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

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

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

Autori: John Soldatos, Dimosthenis Kyriazis
Pubblicato in: 2021, ISSN 1555-0788
Editore: now publishers inc.
DOI: 10.1561/9781680838770

È in corso la ricerca di dati su OpenAIRE...

Risultati finali

Pubblicazioni

Condividi questa pagina

Scarica