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Preprint Aug 2026

Automatic differentiation in finite element stress updating

Computational solid mechanics relies on the discretisation of differential equations, requiring numerical differentiation and integration, often via quadrature. Recently, automatic differentiation (AD) has attracted interest as a tool to support these operations. This paper introduces the use of AD in nonlinear finite...

Mao Ouyang, A. Petalas, W. Coombs et al. · 0 citations
Open access Aug 2026

A reduced order model framework suitable for geotechnical problems

Data-driven methods are of increasing popularity for solving problems in geotechnics, offering as they do, the possibility of high-fidelity results without the effort of a detailed deterministic numerical analysis (e.g. using finite elements). A wide range of approaches fall under the heading of Reduced Order Models...

Mao Ouyang, C. Augarde, W. Coombs et al. · 0 citations

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