Deliverables Open Research Data Pilot (1) Initial Data Management Plan This report will describe the research data generated in the project and how they will be published. Documents, reports (5) Dissemination and Communication Activities Report V1 This deliverable will report on the dissemination and communciation activities during the first year of the project. Cognitive Factory Framework The conceptual framework for the development of Cognitive Digital Twins, focused on Cognitive Plants for Process Industries. Standardisation Activities Report V1 This deliverable will report on the standardisation activities during the first year of the project. Analytics System Requirements and Design Specification pilot-specific requirements for analytics, together with the existing sources from sensors to data and meta-data. Reference Scenarios, KPIs and Datasets Reference scenarios, KPIs and initial datasets from all pilots. Websites, patent fillings, videos etc. (1) Project Website This report will describe the design and deployment of the project website, in particular it aims it intends to reach, the targeted audiences, the structure and tools for online activities monitoring. Publications Book chapters (1) Cognitive Twins for Supporting Decision-Makings of Internet of Things Systems Author(s): Jinzhi Lu, Xiaochen Zheng, Ali Gharaei, Kostas Kalaboukas, Dimitris Kiritsis Published in: Proceedings of 5th International Conference on the Industry 4.0 Model for Advanced Manufacturing - AMP 2020, 2020, Page(s) 105-115, ISBN 978-3-030-46211-6 Publisher: Springer International Publishing DOI: 10.1007/978-3-030-46212-3_7 Conference proceedings (17) A Knowledge Management Approach Supporting Model-Based Systems Engineering Author(s): Pengfei YangJinzhi LuLei FengShouxuan WuGuoxin WangDimitris Kiritsis Published in: WorldCIST 2021: Trends and Applications in Information Systems and Technologies pp 581-590, 2021 Publisher: Springer DOI: 10.1007/978-3-030-72651-5_55 Scheduling Jobs on Unrelated Machines with Job Splitting and Setup Resource Constraints for Weaving in Textile Manufacturing. Author(s): Scheduling Jobs on Unrelated Machines with Job Splitting and Setup Resource Constraints for Weaving in Textile Manufacturing. Published in: APMS 2021: Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems pp 424–434, 2021 Publisher: Springer DOI: 10.1007/978-3-030-85874-2_45 Utilizing an enhanced digital twin to optimize on-specs LPG recovery Author(s): Eirinakis P, Arampatzis G, Košmerlj A, Rožanec J, Sarantinoudis N Published in: 31st European Conference on Operational Research (EURO21), 2022, Page(s) 186 Publisher: EURO 2021 Towards Actionable Cognitive Digital Twins for Manufacturing Author(s): Jože M. Rožanec, Lu Jinzhi, Aljaž Košmerlj, Klemen Kenda, Kiritsis Dimitris, Viktor Jovanoski, Jan Rupnik, Mario Karlovčec, Blaž Fortuna Published in: European Semantic Web Conference (ESWC2020), 2020 Publisher: Springer STARdom: an architecture for trusted and secure human-centered manufacturing systems Author(s): Rožanec, Jože M Published in: "APMS - ""STARdom: an architecture for trusted and secure human-centered manufacturing systems."" IFIP International Conference on Advances in Production Management Systems. Springer, Cham, 2021.", 2021 Publisher: Springer DOI: 10.1007/978-3-030-85910-7_21 Machine-Learning-Based Soft Sensors for Energy Efficient Operation of Crude Distillation Units Author(s): J.M. Rožanec, E. Trajkova, M.K. Onat, N. Sarantinoudis, G. Arampatzis, B. Fortuna and D. Mladenić Published in: International Conference on Electrical, Computer and Energy Technologies (ICECET2022), 2022, ISBN 978-1-6654-7087-2 Publisher: IEEE DOI: 10.1109/icecet55527.2022.9872983 Explainable Demand Forecasting: A Data Mining Goldmine Author(s): Rozanec, Joze M. Published in: "WWW - ""Explainable demand forecasting: A data mining goldmine."" Companion Proceedings of the Web Conference 2021", 2021 Publisher: ACM DOI: 10.1145/3442442.3453708 A Cognitive Approach to Manage the Complexity of Digital Twin Systems Author(s): Jinzhi LuXiaochen ZhengLukas SchweigerDimitris Kiritsis Published in: Smart Services Summit pp 105-115, 2021 Publisher: Springer DOI: 10.1007/978-3-030-72090-2_10 Exact methods for tardiness objectives in production scheduling Author(s): Avgerinos I, Mourtos I, Vatikiotis S, Zois G Published in: At the 10th IFAC Manufacturing Modelling, Management and Control (MIM22), Nantes, France., Issue Volume 55, Issue 10, 2022, 2022, Page(s) 2487-2492, ISSN 2405-8963 Publisher: ScienceDirect DOI: 10.1016/j.ifacol.2022.10.082 Forecasting sensor values in waste-to-fuel plants Author(s): Brecelj, B., Šircelj, B., Rožanec, J. M., Fortuna, B., & Mladenić, D. Published in: SIKDD 2022, 2022 Publisher: AILAB DOI: 10.48550/arxiv.2209.13957 XAI-KG: knowledge graph to support XAI and decision-making in manufacturing Author(s): Rožanec, J. M., Zajec, P., Kenda, K., Novalija, I., Fortuna, B., & Mladenić, D. Published in: Advanced Information Systems Engineering Workshops, Issue CAiSE 2021, 2021, Page(s) 167-172, ISBN 978-3-030-79022-6 Publisher: ResearchGate DOI: 10.1007/978-3-030-79022-6_14 A mathematical programming approach for optimizing on-specs production for industrial processes under input uncertainty Author(s): Eirinakis P, Koronakos G Published in: At the 10th IFAC Manufacturing Modelling, Management and Control (MIM22), Nantes, France., Issue Volume 55, Issue 10, 2022, 2022, Page(s) 2822-2827, ISSN 2405-8963 Publisher: ScienceDirect DOI: 10.1016/j.ifacol.2022.10.158 Enhancing Cognition for Digital Twins Author(s): Pavlos Eirinakis, Kostas Kalaboukas, Stavros Lounis, Ioannis Mourtos, Joze M. Rozanec, Nenad Stojanovic, Georgios Zois Published in: 2020 IEEE International Conference on Engineering, Technology and Innovation (ICE/ITMC), 2020, Page(s) 1-7, ISBN 978-1-7281-7037-4 Publisher: IEEE DOI: 10.1109/ice/itmc49519.2020.9198492 Cognitive Manufacturing: The role of process modelling and optimization Author(s): Sarantinoudis N, Tsinarakis G, Kalaboukas K, Eirinakis P, Arampatzis G Published in: 31st European Conference on Operational Research (EURO21), 2022, Page(s) 186 Publisher: EURO 2021 The cognitive retrofit revolution inside industry: how to modernize factories by Cognitive Digital Twins Author(s): Calefato C., Vallini M., Fasana S. Published in: XII Congresso Nazionale Società Italiana di Ergonomia e Fattori Umani (SIE2020), 2020 Publisher: Springer Systems Engineering Approach to Identify Requirements for Digital Twins Development. Author(s): Gharaei A., Lu J., Stoll O., Zheng X., West S., Kiritsis D. Published in: APMS 2020. IFIP Advances in Information and Communication Technology, book series (IFIPAICT,volume 591), 2020 Publisher: Springer DOI: 10.1007/978-3-030-57993-7_10 Towards Active Learning Based Smart Assistant for Manufacturing Author(s): Zajec, Patrik Published in: "APMS - ""Towards Active Learning Based Smart Assistant for Manufacturing."" IFIP International Conference on Advances in Production Management Systems. Springer, Cham, 2021.", 2021 Publisher: Springer DOI: 10.1007/978-3-030-85910-7_31 Peer reviewed articles (14) Cognitive Digital Twins for Resilience in Production: A Conceptual Framework Author(s): Pavlos Eirinakis; Stavros Lounis; Stathis Plitsos; George Arampatzis; Kostas Kalaboukas; Klemen Kenda; Jinzhi Lu; Jože M. Rožanec; Nenad Stojanovic Published in: Information, Issue 13 (1), 2022, Page(s) 33, ISSN 2078-2489 Publisher: Multidisciplinary Digital Publishing Institute (MDPI) DOI: 10.3390/info13010033 Reframing demand forecasting: a two-fold approach for lumpy and intermittent demand Author(s): Rožanec, J. M., Fortuna, B., & Mladenić, D. Published in: MDPI Sustainability, Issue Volume 14, Issue 15, 2022, ISSN 2071-1050 Publisher: MDPI Open Access Publishing DOI: 10.3390/su14159295 Cyber-Physical LPG Debutanizer Distillation Columns: Machine-Learning-Based Soft Sensors for Product Quality Monitoring Author(s): Rožanec, Jože Martin Published in: "MDPI Applied Sciences Special Issue : Smart Resilient Manufacturing - ""Cyber-Physical LPG Debutanizer Distillation Columns: Machine-Learning-Based Soft Sensors for Product Quality Monitoring."" Applied Sciences 11.24 (2021): 11790.", 2021, ISSN 2076-3417 Publisher: MDPI DOI: 10.3390/app112411790 Help me learn! Architecture and strategies to combine recommendations and active learning in manufacturing Author(s): Zajec, Patrik Published in: "MDPI Information - ""Help Me Learn! Architecture and Strategies to Combine Recommendations and Active Learning in Manufacturing."" Information 12.11 (2021): 473.", 2021, ISSN 2078-2489 Publisher: Multidisciplinary Digital Publishing Institute (MDPI) DOI: 10.3390/info12110473 Actionable cognitive twins for decision making in manufacturing Author(s): Jože M. Rožanec; Jinzhi Lu; Jan Rupnik; Maja Škrjanc; Dunja Mladenic; Blaž Fortuna; Xiaochen Zheng; Dimitris Kiritsis Published in: International Journal of Production Research, Issue 60 (2), 2022, Page(s) 452-478, ISSN 0020-7543 Publisher: Taylor & Francis DOI: 10.1080/00207543.2021.2002967 Active Learning and Novel Model Calibration Measurements in Manufacturing Author(s): Rožanec, J. M., Bizjak, L., Trajkova, E., Zajec, P., Keizer, J., Fortuna, B., & Mladenić, D. Published in: Journal of Intelligent Manufacturing, 2022, ISSN 1572-8145 Publisher: Springer DOI: 10.1007/s10845-023-02098-0 Implementation of Cognitive Digital Twins in Connected and Agile Supply Networks - An Operational Model Author(s): Kalaboukas, Kostas Published in: "MDPI Applied Sciences Special Issue: Smart Resilient Manufacturing - ""Implementation of Cognitive Digital Twins in Connected and Agile Supply Networks—An Operational Model."" Applied Sciences 11.9 (2021): 4103.", 2021, ISSN 2076-3417 Publisher: MDPI DOI: 10.3390/app11094103 Model-Based Systems Engineering Tool-Chain for Automated Parameter Value Selection Author(s): Jinzhi Lu; Dejiu Chen; Guoxin Wang; Dimitris Kiritsis; Martin Törngren Published in: IEEE Transactions on Systems, Man, and Cybernetics: Systems ( Volume: 52, Issue: 4, April 2022), 2021, ISSN 2168-2232 Publisher: IEEE DOI: 10.1109/tsmc.2020.3048821 Flexible Job Shop Scheduling Problems with Arbitrary Precedence Graphs Author(s): Kasapidis, G.A., Paraskevopoulos, D.C., Repoussis, P.P. and Tarantilis, C.D. Published in: Production and Operations Management, Issue 30, 2021, Page(s) : 4044-4068. , ISSN 1937-5956 Publisher: Wiley Online Library DOI: 10.1111/poms.13501 Knowledge graph-based rich and confidentiality preserving Explainable Artificial Intelligence (XAI) Author(s): Rožanec, Jože M., Blaž Fortuna, and Dunja Mladenić Published in: "Information Fusion - ""Knowledge graph-based rich and confidentiality preserving Explainable Artificial Intelligence (XAI)."" Information Fusion 81 (2022): 91-102.", 2021, ISSN 1566-2535 Publisher: Elsevier BV DOI: 10.1016/j.inffus.2021.11.015 Enriching Artificial Intelligence Explanations with Knowledge Fragments Author(s): Jože Rožanec; Elena Trajkova; Inna Novalija; Patrik Zajec; Klemen Kenda; Blaž Fortuna; Dunja Mladenić Published in: Future Internet, Issue 14 (5), 2022, Page(s) 134, ISSN 1999-5903 Publisher: Multidisciplinary Digital Publishing Institute (MDPI) DOI: 10.3390/fi14050134 A Design Theory for Energy and Carbon Management Systems in the Supply Chain Author(s): Zampou, Eleni; Mourtos, Ioannis; Pramatari, Katerina; and Seidel, Stefan Published in: Journal of the Association for Information Systems, Issue 23(1), 2021, Page(s) 329-371, ISSN 1536-9323 Publisher: Association for Information Systems DOI: 10.17705/1jais.00725 A Discrete Process Modelling and Simulation Methodology for Industrial Systems within the Concept of Digital Twins Author(s): George ARAMPATZIS; Nikolaos Sarantinoudis; George Tsinarakis Published in: Applied Sciences, Issue 12 (2), 2022, Page(s) 870, ISSN 2076-3417 Publisher: Multidisciplinary Digital Publishing Institute (MDPI) DOI: 10.3390/app12020870 Automotive OEM Demand Forecasting: A Comparative Study of Forecasting Algorithms and Strategies Author(s): Jože M. Rožanec; Blaž Kažič; Maja Škrjanc; Blaž Fortuna; Dunja Mladenic Published in: Applied Sciences, Issue 11 (15), 2022, ISSN 2076-3417 Publisher: Multidisciplinary Digital Publishing Institute (MDPI) DOI: 10.3390/app11156787 Searching for OpenAIRE data... There was an error trying to search data from OpenAIRE No results available
