Parameter estimation by optimization of interpretable hyperparameters with physics-informed Gaussian processes

Hinchliffe, N.A. orcid.org/0009-0005-2979-9148, Jones, M.R. and Cross, E.J. (2025) Parameter estimation by optimization of interpretable hyperparameters with physics-informed Gaussian processes. In: Chang, F.K. and Guemes, A., (eds.) Proceedings of the 15th International Workshop on Structural Health Monitoring. 15th International Workshop on Structural Health Monitoring (IWSHM 2025), 09-11 Sep 2025, California, USA. DEStech Publications, Inc., pp. 1752-1759. ISBN: 9781605956992.

Abstract

Metadata

Item Type: Proceedings Paper
Authors/Creators:
Editors:
  • Chang, F.K.
  • Guemes, A.
Copyright, Publisher and Additional Information:

© The Authors 2025. Except as otherwise noted, this author-accepted version of a paper published in Proceedings of the 15th International Workshop on Structural Health Monitoring is made available via the University of Sheffield Research Publications and Copyright Policy under the terms of the Creative Commons Attribution 4.0 International License (CC-BY 4.0), which permits unrestricted use, distribution and reproduction in any medium, provided the original work is properly cited. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0

Dates:
  • Accepted: 19 June 2025
  • Published (online): 9 September 2025
  • Published: 9 September 2025
Institution: The University of Sheffield
Academic Units: The University of Sheffield > Faculty of Engineering (Sheffield) > Department of Mechanical Engineering (Sheffield)
Date Deposited: 02 Jul 2025 11:11
Last Modified: 02 Oct 2025 13:36
Published Version: https://iwshm2025.stanford.edu/
Status: Published
Publisher: DEStech Publications, Inc.
Refereed: Yes
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