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Robin S. Mills

Laboratory for Verification and Validation (LVV) - Dynamics Research Group

Sheffield

United Kingdom

  • Laboratory for Verification and Validation (LVV) - Dynamics Research Group

SCHOLARLY PAPERS

5

DOWNLOADS

296

TOTAL CITATIONS

1

Scholarly Papers (5)

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1.

Active Transfer Learning for Structural Health Monitoring

Number of pages: 36 Posted: 26 Mar 2025
Jack Poole, Keith Worden, Nikolaos Dervilis, Valentina Giglioni, Robin S. Mills, Paul Gardner and Aidan J. Hughes
affiliation not provided to SSRN, University of Sheffield - Dynamics Research Group, University of Sheffield - Dynamics Research Group, University of Perugia, Laboratory for Verification and Validation (LVV) - Dynamics Research Group, University of Sheffield and University of Sheffield
Downloads 126 (572,948)

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PBSHM, Transfer learning, active learning, Domain adaptation, SHM

2.

Physics-Informed Transfer Learning for Shm Via Feature Selection

Number of pages: 42 Posted: 28 Jan 2025
Jack Poole, Paul Gardner, Aidan J. Hughes, Nikolaos Dervilis, Tina Dardeno, Robin S. Mills and Keith Worden
affiliation not provided to SSRN, University of Sheffield, University of Sheffield, University of Sheffield - Dynamics Research Group, University of Sheffield, Laboratory for Verification and Validation (LVV) - Dynamics Research Group and University of Sheffield - Dynamics Research Group
Downloads 74 (844,901)

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Transfer learning, SHM, physic-informed machine learning, domain adaptation

3.

A Bayesian Method for Material Identification of Composite Plates Via Dispersion Curves

Number of pages: 19 Posted: 12 Nov 2021
Marcus Haywood-Alexander, Nikolaos Dervilis, Keith Worden, Robin S. Mills and Timothy J. Rogers
University of Sheffield - Dynamics Research Group, University of Sheffield - Dynamics Research Group, University of Sheffield - Dynamics Research Group, Laboratory for Verification and Validation (LVV) - Dynamics Research Group and University of Sheffield - Dynamics Research Group
Downloads 60 (961,006)

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guided wave, Lamb wave, elastic constants, material identification, dispersion

4.

Full-Scale Modal Testing of a Hawk T1a Aircraft for Benchmarking Vibration-Based Methods

Number of pages: 34 Posted: 20 Sep 2023
Marcus Haywood-Alexander, Robin S. Mills, Max Champneys, Matthew R. Jones, Matthew S. Bonney, David J. Wagg and Timothy J. Rogers
affiliation not provided to SSRN, Laboratory for Verification and Validation (LVV) - Dynamics Research Group, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, University of Sheffield - Department of Mechanical Engineering and University of Sheffield - Dynamics Research Group
Downloads 33 (1,277,121)
Citation 1

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Modal testing, Hawk T1A, Full-scale dynamic testing, Shaker test, SIMO testing, Aircraft dynamics

5.

An investigation of transfer learning potential for bridge structures: A modular bridge population case study

Number of pages: 93 Posted: 25 Jun 2026
Connor Kent, Jack Poole, Zuo Zhu, Connor O'Higgins, Timothy J. Rogers, Keith Worden, Robin S. Mills, Su Taylor, Roger Woods and David Hester
affiliation not provided to SSRN, affiliation not provided to SSRN, University of Exeter, affiliation not provided to SSRN, University of Sheffield - Dynamics Research Group, University of Sheffield - Dynamics Research Group, Laboratory for Verification and Validation (LVV) - Dynamics Research Group, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 3

Abstract:

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Transfer learning, Machine learning, Bridges, SHM, case study, Modal analysis, damage, population-based, PBSHM