1 code implementation • 17 May 2024 • Max D. Champneys, Gerben I. Beintema, Roland Tóth, Maarten Schoukens, Timothy J. Rogers
Nonlinear system identification remains an important open challenge across research and academia.
no code implementations • 19 Apr 2024 • Joe D. Longbottom, Max D. Champneys, Timothy J. Rogers
To address this issue, the field of probabilistic numerics combines numerical methods, such as numerical integration, with probabilistic modeling to offer a more comprehensive analysis of total uncertainty.
no code implementations • 6 Oct 2023 • Marcus Haywood-Alexander, Robin S. Mills, Max D. Champneys, Matthew R. Jones, Matthew S. Bonney, David Wagg, Timothy J. Rogers
The collected data is made freely and openly available with the intention that it serve as a benchmark dataset for challenges in full-scale structural dynamics.
no code implementations • 28 Apr 2023 • 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 optimisers have traditionally struggled.