Model Completion through Nonlinear System Identification

Project Information

COMPLETE

Grant agreement ID: 101075836

DOI

10.3030/101075836

EC signature date 1 December 2022

Start date 1 May 2023

End date 30 April 2028

Funded under

• European Research Council (ERC)

Total cost

€ 1 499 849,00

EU contribution

€ 1 499 849,00

Coordinated by

TECHNISCHE UNIVERSITEIT EINDHOVEN
Netherlands

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 .

Publications

Peer reviewed articles (7)

Baseline Results for Selected Nonlinear System Identification Benchmarks

Author(s): Max Champneys, Gerben I. Beintema, R. Tóth, Maarten Schoukens, Timothy J. Rogers
Published in: IFAC-PapersOnLine, Issue 58, 2024, ISSN 2405-8963
Publisher: Elsevier BV
DOI: 10.1016/J.IFACOL.2024.08.574

Explaining complex systems: a tutorial on transparency and interpretability in machine learning models (part I)

Author(s): Donatello Materassi, Sean Warnick, Cristian Rojas, Maarten Schoukens, Elizabeth Cross
Published in: IFAC-PapersOnLine, Issue 58, 2024, ISSN 2405-8963
Publisher: Elsevier BV
DOI: 10.1016/J.IFACOL.2024.08.577

Space-Filling Input Design for Nonlinear State-Space Identification

Author(s): Máté Kiss, Roland Tóth, Maarten Schoukens
Published in: IFAC-PapersOnLine, Issue 58, 2024, ISSN 2405-8963
Publisher: Elsevier BV
DOI: 10.1016/J.IFACOL.2024.08.589

Explaining complex systems: a tutorial on transparency and interpretability in machine learning models (part II)

Author(s): Donatello Materassi, Sean Warnick, Cristian Rojas, Maarten Schoukens, Elizabeth Cross
Published in: IFAC-PapersOnLine, Issue 58, 2024, ISSN 2405-8963
Publisher: Elsevier BV
DOI: 10.1016/J.IFACOL.2024.08.578

Physics-Guided State-Space Model Augmentation Using Weighted Regularized Neural Networks

Author(s): Yuhan Liu, Roland Tóth, Maarten Schoukens
Published in: IFAC-PapersOnLine, Issue 58, 2024, ISSN 2405-8963
Publisher: Elsevier BV
DOI: 10.1016/J.IFACOL.2024.08.544

Locating nonlinearities in mechanical systems: A frequency-domain dynamic network perspective

Author(s): Koen Classens, Maarten Schoukens, Tom Oomen, Jean-Philippe Noël
Published in: Mechanical Systems and Signal Processing, Issue 224, 2025, ISSN 0888-3270
Publisher: Elsevier BV
DOI: 10.1016/J.YMSSP.2024.112124

Meta-state–space learning: An identification approach for stochastic dynamical systems

Author(s): Gerben I. Beintema, Maarten Schoukens, Roland Tóth
Published in: Automatica, Issue 167, 2024, ISSN 0005-1098
Publisher: Elsevier BV
DOI: 10.1016/J.AUTOMATICA.2024.111787