activity
20202026
most citedGrey-box models for wave loading prediction

43 citations · 224 across the 18 of their papers we have counts for

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Showing 2023Show all

5 papers · 1 filter

cs.LG2023

Sharing Information Between Machine Tools to Improve Surface Finish Forecasting

Daniel R. Clarkson, Lawrence A. Bull, Tina A. Dardeno +6

At present, most surface-quality prediction methods can only perform single-task prediction which results in under-utilised datasets, repetitive work and increased experimental cos…

cs.LG2023★ 1 cited

A spectrum of physics-informed Gaussian processes for regression in engineering

Elizabeth J Cross, Timothy J Rogers, Daniel J Pitchforth +2

Despite the growing availability of sensing and data in general, we remain unable to fully characterise many in-service engineering systems and structures from a purely data-driven…

stat.ML2023★ 20 cited

A Robust Probabilistic Approach to Stochastic Subspace Identification

Brandon J. O'Connell, Timothy J. Rogers

Modal parameter estimation of operational structures is often a challenging task when confronted with unwanted distortions (outliers) in field measurements. Atypical observations p…

cs.NE2023

PAO: A general particle swarm algorithm with exact dynamics and closed-form transition densities

Max D. Champneys, Timothy J. Rogers

A great deal of research has been conducted in the consideration of meta-heuristic optimisation methods that are able to find global optima in settings that gradient based optimise…

stat.AP2023★ 27 cited

A probabilistic approach for acoustic emission based monitoring techniques: with application to structural health monitoring

C. A. Lindley, M. R. Jones, T. J. Rogers +4

It has been demonstrated that acoustic-emission (AE), inspection of structures can offer advantages over other types of monitoring techniques in the detection of damage; namely, an…