Schoukens, M. orcid.org/0000-0002-4904-1255, Champneys, M. orcid.org/0000-0002-3037-7584, Beintema, G.I. et al. (1 more author) (2026) Benchmarking for nonlinear system identification: submission platform and baseline results. Data-Centric Engineering, 7 (2026). e40. ISSN: 2632-6736
Abstract
Benchmarking identification methods is essential to validate newly proposed algorithms. The machine learning community has illustrated how benchmarks can be a driver for new developments in the field. However, thorough benchmarking is not commonplace in the system identification literature, and good benchmarking datasets and leaderboards are missing. This paper reflects on what constitutes a good system identification benchmark and introduces the nonlinearbenchmark.org platform for nonlinear system identification benchmarks and leaderboard together with a set of baseline results that have been generated for a set of widely used and promising benchmarking datasets.
Metadata
| Item Type: | Article |
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| Authors/Creators: |
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| Copyright, Publisher and Additional Information: | © The Author(s), 2026.Published by Cambridge University Press. This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/4.0), which permits unrestricted re-use, distribution and reproduction, provided the original article is properly cited. |
| Keywords: | benchmark; datasets; nonlinear systems; system identification |
| Dates: |
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| Institution: | The University of Sheffield |
| Academic Units: | The University of Sheffield > Faculty of Engineering (Sheffield) > School of Mechanical, Aerospace and Civil Engineering |
| Date Deposited: | 21 Sep 2026 14:23 |
| Last Modified: | 21 Sep 2026 14:23 |
| Status: | Published |
| Publisher: | Cambridge University Press (CUP) |
| Refereed: | Yes |
| Identification Number: | 10.1017/dce.2026.10067 |
| Open Archives Initiative ID (OAI ID): | oai:eprints.whiterose.ac.uk:245745 |

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