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Aidan J. Hughes

University of Sheffield

SCHOLARLY PAPERS

3

DOWNLOADS

277

TOTAL CITATIONS

0

Scholarly Papers (3)

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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)

Abstract:

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

2.

On the Influence of Attributes for Assessing Similarity and Sharing Knowledge in Heterogeneous Populations of Structures

Number of pages: 66 Posted: 31 Oct 2024
Giulia Delo, Aidan J. Hughes, Cecilia Surace and Keith Worden
Politecnico di Torino - Department of Mechanical and Aerospace Engineering, University of Sheffield, Politecnico di Torino and University of Sheffield - Dynamics Research Group
Downloads 77 (830,555)

Abstract:

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Population-Based Structural Health Monitoring (PBSHM), transfer learning, domain adaptation, Joint Distribution Adaptation (JDA), Graph Matching Networks, Aerospace Structures

3.

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)

Abstract:

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