Data-driven method based on a process mining approach for Automated Digital Twin generation, operations, and maintenance in circular value chains

Informacje na temat projektu

AUTO-TWIN

Identyfikator umowy o grant: 101092021

DOI

10.3030/101092021

Data podpisania przez KE 11 Listopada 2022

Data rozpoczęcia 1 Grudnia 2022

Data zakończenia 30 Listopada 2025

Finansowanie w ramach

• Digital, Industry and Space

Koszt całkowity

€ 5 999 986,25

Wkład UE

€ 5 999 986,25

Koordynowany przez

POLITECNICO DI MILANO
Italy

CORDIS oferuje możliwość skorzystania z odnośników do publicznie dostępnych publikacji i rezultatów projektów realizowanych w ramach programów ramowych HORYZONT.

Odnośniki do rezultatów i publikacji związanych z poszczególnymi projektami 7PR, a także odnośniki do niektórych konkretnych kategorii wyników, takich jak zbiory danych i oprogramowanie, są dynamicznie pobierane z systemu OpenAIRE .

Rezultaty

Documents, reports (8)

Data management plan

Data management plan T75

Architecture specification and integration guidelines

Definition of specifications for AUTO-TWIN architecture (T1.3) and reference architecture (T1.4). Definition of the integration guidelines (T1.4).

Data management plan Rev. 1

Data management plan (T7.5). First revision.

Continuous integration and validation report No. 1

Periodic report on continuous integration and validation report (T5.1).

Project report

Project progress report (T7.1,T7.2). Legal and societal framework (T7.4). Project Handbook and quality and risk management plan (T7.3).

Consolidated specifications

Definition and mapping of requirements and KPIs for the use cases definition of databased interactions and needs at the sensornetwork layer Related to T21 T22

Pilot setup report

Demonstration pilot methodology and setup (T5.2) and human-twin management (T5.3) report.

Early solution report

Periodic pilot report (T5.4).

Other (1)

Twin Connectivity

Specifications for communication and implementation of connectivity in legacy systems so that connection field-twin is enabled (T2.1).

Publikacje

Conference proceedings (13)

Digital Twins: Features, Models, And Services

Autorzy: Andrea Matta, Giovanni Lugaresi
Opublikowane w: 2023 Winter Simulation Conference (WSC), 2024
Wydawca: IEEE
DOI: 10.1109/WSC60868.2023.10407260

Common challenges for circular manufacturing industries in recycling

Autorzy: Muhammad Ameer, Nicla Frigerio, Andrea Matta
Opublikowane w: Procedia CIRP, 2024, ISSN 2212-8271
Wydawca: Elsevier
DOI: 10.1016/j.procir.2024.01.093

Production Planning and Allocation of Re-Entrance Flows with Stochastic Quality

Autorzy: Xiaoxiao Shen, Nicla Frigerio, Shi-Chang Du, Andrea Matta
Opublikowane w: 2024 IEEE 20th International Conference on Automation Science and Engineering (CASE), 2024
Wydawca: IEEE
DOI: 10.1109/CASE59546.2024.10711627

Enabling Object-Centric Process Mining from Time-Series

Autorzy: Abu Sbeit, Abd Alrhman Cavadini, Franco Fahland, Dirk
Opublikowane w: 5th International Workshop on Event Data and Behavioral Analytics at ICPM 2025 (EdbA), Montevideo, Uruguay, 2025
Wydawca: Springer - currently made OA via Zenodo
DOI: 10.5281/ZENODO.17412426

Green Gateways: a concept for decisions in Circular-Oriented Economies

Autorzy: Nicla Frigerio, Barış Tan, Andrea Matta
Opublikowane w: Procedia CIRP, 2024, ISSN 2212-8271
Wydawca: Elsevier
DOI: 10.1016/j.procir.2024.01.088

Inferring Missing Entity Identifiers from Context Using Event Knowledge Graphs

Autorzy: Ava Swevels, Remco Dijkman, Dirk Fahland
Opublikowane w: Lecture Notes in Computer Science, Numer 14159, 2023
Wydawca: Springer
DOI: 10.1007/978-3-031-41620-0_11

Why are my Pizzas late?

Autorzy: Fahland, Dirk; Fournier, Fabiana; Limonad, Lior; Skarbovsky, Inna; Ava J.E., Swevels
Opublikowane w: 2nd International Workshop on Process Management in the AI era (PMAI2023), 2023
Wydawca: CEUR
DOI: 10.5281/ZENODO.14258627

Object-Centric Process Mining (and More) Using a Graph-Based Approach With PromG

Autorzy: Ava Swevels, Eva L. Klijn, Dirk Fahland
Opublikowane w: CEUR Workshop Proceedings, Numer 3648, 2023, ISSN 1613-0073
Wydawca: CEUR-WS

Machine Learning Based Approximations for Some Production Control Problems with Product Returns and Remanufacturing

Autorzy: Arash GANDOMKAR GHALHAR, Bijan BIBAK, Fikri KARAESMEN, Oktay KARABAG, Barıs¸ TAN
Opublikowane w: 14th Conference on Stochastic Models of Manufacturing and Service Operations (SMMSO 2024), 2024

Automated Generation of Digital Models for Production Lines Through State Reconstruction

Autorzy: Lulai Zhu, Giovanni Lugaresi, Andrea Matta
Opublikowane w: Proceedings of the 19th IEEE International Conference on Automation Science and Engineering, 2023, ISSN 2161-8070
Wydawca: IEEE
DOI: 10.1109/CASE56687.2023.10260475

Lecture Notes in Business Information Processing

Autorzy: Fabiana Fournier, Lior Limonad, Inna Skarbovsky
Opublikowane w: Business Process Management BPM 2024 International Workshops, 2024, ISSN 1865-1348
Wydawca: Springer Verlag
DOI: 10.48550/ARXIV.2406.05506

Implementing Object-Centric Event Data Models in Event Knowledge Graphs

Autorzy: Swevels, A., Fahland, D., Montali, M.
Opublikowane w: Lecture Notes in Business Information Processing, Numer 503, 2024
Wydawca: Process Mining Workshops. ICPM 2023
DOI: 10.1007/978-3-031-56107-8_33

Digital twins: features, models, and services

Autorzy: Andrea Matta and Giovanni Lugaresi
Opublikowane w: Proceedings of the Winter Simuation Conference, 2023, ISSN 1558-4305
Wydawca: IEEE
DOI: 10.1109/wsc60868.2023.10407260

Thesis and dissertations (3)

Designing an Architecture for a Common Data Environment Supporting Digital Twins

Autorzy: Catalin Pop
Opublikowane w: 2023
Wydawca: Eindhoven University of Technology

Developing a Digital Twin for Discrete Event Processes Using Event Knowledge Graphs and Process Mining Techniques

Autorzy: Abu Sbeit
Opublikowane w: 2024
Wydawca: Technical University of Eindhoven

Analysis of Resource Working Behaviour and Working Patterns Utilizing High-Level Batch Aggregation

Autorzy: Liliia Aliakberova
Opublikowane w: 2024
Wydawca: Eindhoven University of Technology

Peer reviewed articles (7)

Data-Driven Energy Modeling of Machining Centers Through Automata Learning

Autorzy: Lestingi, Livia; FRIGERIO, NICLA; BERSANI, MARCELLO M.; MATTA, ANDREA; Rossi, Matteo
Opublikowane w: IEEE Transactions on Automation Science and Engineering, Numer 22, 2024, ISSN 1558-3783
Wydawca: ΙΕΕΕ
DOI: 10.1109/TASE.2024.3430394

The WHY in business processes: Discovery of Causal Execution Dependencies

Autorzy: Fournier, Fabiana; Limonad, Lior; Skarbovsky, Inna; David, Yuval
Opublikowane w: Künstliche Intelligenz, 2025, ISSN 0933-1875
Wydawca: Springer Nature
DOI: 10.1007/S13218-024-00883-4

Production and changeover control of textile and PET recycling

Autorzy: Elias El Achkar, Nicla Frigerio
Opublikowane w: Journal of Cleaner Production, Numer 474, 2024, ISSN 0959-6526
Wydawca: Elsevier BV
DOI: 10.1016/J.JCLEPRO.2024.143609

The digital twin synchronization problem: Framework, formulations, and analysis

Autorzy: Baris Tan and Andrea Matta
Opublikowane w: IISE Transactions, Numer 56, 2024, ISSN 2472-5854
Wydawca: Taylor and Francis
DOI: 10.1080/24725854.2023.2253869

Purchasing and remanufacturing decisions with different quality returned material and finished goods

Autorzy: Oktay Karabağ, Fikri Karaesmen, Barış Tan
Opublikowane w: International Journal of Production Research, Numer 63, 2025, ISSN 0020-7543
Wydawca: Informa UK Limited
DOI: 10.1080/00207543.2025.2451419

How well can a large language model explain business processes as perceived by users?

Autorzy: Dirk Fahland, Fabiana Fournier, Lior Limonad, Inna Skarbovsky, Ava J.E. Swevels
Opublikowane w: Data & Knowledge Engineering, Numer 157, 2025, ISSN 0169-023X
Wydawca: Elsevier BV
DOI: 10.1016/J.DATAK.2025.102416

Optimizing production and remanufacturing decisions for make-to-stock hybrid manufacturing systems using real-time information on products in use

Autorzy: Oktay Karabağ, Fikri Karaesmen, Barış Tan
Opublikowane w: International Journal of Production Research, 2025, ISSN 0020-7543
Wydawca: Informa UK Limited
DOI: 10.1080/00207543.2025.2559141

Other (1)

Towards a Benchmark for Causal Business Process Reasoning with LLMs

Autorzy: Fournier, Fabiana; Limonad, Lior; Skarbovsky, Inna
Opublikowane w: 2024
DOI: 10.5281/ZENODO.15543495

Book chapters (1)

Data Collection and Management for Digital Twins

Autorzy: Giovanni Lugaresi, Lulai Zhu, Andrea Matta
Opublikowane w: Handbook on Digital Twin and Artificial Intelligence Techniques for Rail Applications, 2025, ISBN 9781003492146
Wydawca: CRC Press
DOI: 10.1201/9781003492146-3