Search Results for author: Max D. Champneys

Found 4 papers, 1 papers with code

Baseline Results for Selected Nonlinear System Identification Benchmarks

1 code implementation17 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.

Probabilistic Numeric SMC Sampling for Bayesian Nonlinear System Identification in Continuous Time

no code implementations19 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.

Numerical Integration

Full-scale modal testing of a Hawk T1A aircraft for benchmarking vibration-based methods

no code implementations6 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.

Benchmarking Experimental Design

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

no code implementations28 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.

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