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

Project Information

AUTO-TWIN

Grant agreement ID: 101092021

DOI

10.3030/101092021

EC signature date 11 November 2022

Start date 1 December 2022

End date 30 November 2025

Funded under

• Digital, Industry and Space

Total cost

€ 5 999 986,25

EU contribution

€ 5 999 986,25

Coordinated by

POLITECNICO DI MILANO
Italy

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

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).

Publications

Conference proceedings (13)

Digital Twins: Features, Models, And Services

Author(s): Andrea Matta, Giovanni Lugaresi
Published in: 2023 Winter Simulation Conference (WSC), 2024
Publisher: IEEE
DOI: 10.1109/WSC60868.2023.10407260

Common challenges for circular manufacturing industries in recycling

Author(s): Muhammad Ameer, Nicla Frigerio, Andrea Matta
Published in: Procedia CIRP, 2024, ISSN 2212-8271
Publisher: Elsevier
DOI: 10.1016/j.procir.2024.01.093

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

Author(s): Xiaoxiao Shen, Nicla Frigerio, Shi-Chang Du, Andrea Matta
Published in: 2024 IEEE 20th International Conference on Automation Science and Engineering (CASE), 2024
Publisher: IEEE
DOI: 10.1109/CASE59546.2024.10711627

Enabling Object-Centric Process Mining from Time-Series

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

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

Author(s): Nicla Frigerio, Barış Tan, Andrea Matta
Published in: Procedia CIRP, 2024, ISSN 2212-8271
Publisher: Elsevier
DOI: 10.1016/j.procir.2024.01.088

Inferring Missing Entity Identifiers from Context Using Event Knowledge Graphs

Author(s): Ava Swevels, Remco Dijkman, Dirk Fahland
Published in: Lecture Notes in Computer Science, Issue 14159, 2023
Publisher: Springer
DOI: 10.1007/978-3-031-41620-0_11

Why are my Pizzas late?

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

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

Author(s): Ava Swevels, Eva L. Klijn, Dirk Fahland
Published in: CEUR Workshop Proceedings, Issue 3648, 2023, ISSN 1613-0073
Publisher: CEUR-WS

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

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

Automated Generation of Digital Models for Production Lines Through State Reconstruction

Author(s): Lulai Zhu, Giovanni Lugaresi, Andrea Matta
Published in: Proceedings of the 19th IEEE International Conference on Automation Science and Engineering, 2023, ISSN 2161-8070
Publisher: IEEE
DOI: 10.1109/CASE56687.2023.10260475

Lecture Notes in Business Information Processing

Author(s): Fabiana Fournier, Lior Limonad, Inna Skarbovsky
Published in: Business Process Management BPM 2024 International Workshops, 2024, ISSN 1865-1348
Publisher: Springer Verlag
DOI: 10.48550/ARXIV.2406.05506

Implementing Object-Centric Event Data Models in Event Knowledge Graphs

Author(s): Swevels, A., Fahland, D., Montali, M.
Published in: Lecture Notes in Business Information Processing, Issue 503, 2024
Publisher: Process Mining Workshops. ICPM 2023
DOI: 10.1007/978-3-031-56107-8_33

Digital twins: features, models, and services

Author(s): Andrea Matta and Giovanni Lugaresi
Published in: Proceedings of the Winter Simuation Conference, 2023, ISSN 1558-4305
Publisher: IEEE
DOI: 10.1109/wsc60868.2023.10407260

Thesis and dissertations (3)

Designing an Architecture for a Common Data Environment Supporting Digital Twins

Author(s): Catalin Pop
Published in: 2023
Publisher: Eindhoven University of Technology

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

Author(s): Abu Sbeit
Published in: 2024
Publisher: Technical University of Eindhoven

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

Author(s): Liliia Aliakberova
Published in: 2024
Publisher: Eindhoven University of Technology

Peer reviewed articles (7)

Data-Driven Energy Modeling of Machining Centers Through Automata Learning

Author(s): Lestingi, Livia; FRIGERIO, NICLA; BERSANI, MARCELLO M.; MATTA, ANDREA; Rossi, Matteo
Published in: IEEE Transactions on Automation Science and Engineering, Issue 22, 2024, ISSN 1558-3783
Publisher: ΙΕΕΕ
DOI: 10.1109/TASE.2024.3430394

The WHY in business processes: Discovery of Causal Execution Dependencies

Author(s): Fournier, Fabiana; Limonad, Lior; Skarbovsky, Inna; David, Yuval
Published in: Künstliche Intelligenz, 2025, ISSN 0933-1875
Publisher: Springer Nature
DOI: 10.1007/S13218-024-00883-4

Production and changeover control of textile and PET recycling

Author(s): Elias El Achkar, Nicla Frigerio
Published in: Journal of Cleaner Production, Issue 474, 2024, ISSN 0959-6526
Publisher: Elsevier BV
DOI: 10.1016/J.JCLEPRO.2024.143609

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

Author(s): Baris Tan and Andrea Matta
Published in: IISE Transactions, Issue 56, 2024, ISSN 2472-5854
Publisher: Taylor and Francis
DOI: 10.1080/24725854.2023.2253869

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

Author(s): Oktay Karabağ, Fikri Karaesmen, Barış Tan
Published in: International Journal of Production Research, Issue 63, 2025, ISSN 0020-7543
Publisher: Informa UK Limited
DOI: 10.1080/00207543.2025.2451419

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

Author(s): Dirk Fahland, Fabiana Fournier, Lior Limonad, Inna Skarbovsky, Ava J.E. Swevels
Published in: Data & Knowledge Engineering, Issue 157, 2025, ISSN 0169-023X
Publisher: 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

Author(s): Oktay Karabağ, Fikri Karaesmen, Barış Tan
Published in: International Journal of Production Research, 2025, ISSN 0020-7543
Publisher: Informa UK Limited
DOI: 10.1080/00207543.2025.2559141

Other (1)

Towards a Benchmark for Causal Business Process Reasoning with LLMs

Author(s): Fournier, Fabiana; Limonad, Lior; Skarbovsky, Inna
Published in: 2024
DOI: 10.5281/ZENODO.15543495

Book chapters (1)

Data Collection and Management for Digital Twins

Author(s): Giovanni Lugaresi, Lulai Zhu, Andrea Matta
Published in: Handbook on Digital Twin and Artificial Intelligence Techniques for Rail Applications, 2025, ISBN 9781003492146
Publisher: CRC Press
DOI: 10.1201/9781003492146-3