Differentiable Aeroelastic Framework Suitable for Industrial Modelling of Nonlinear Loads on Accelerators

This paper presents a new simulation environment for time-domain nonlinear aeroelastic analysis built for performance and that is suitable for modern hardware architectures such as GPUs. The numerical library JAX and a novel description of the aircraft dynamics are brought together into a highly vectorised codebase that achieves two orders of magnitude accelerations compare to conventional implementations. This brings full-vehicle simulations to run close to if not in real-time, thus opening new possibilities for aircraft design optimization and aeroelastic analysis. The computational edge provided by GPUs is shown in a free-flying very flexible structure. It follows an extensive verification by comparison with MSC Nastran full-FE linear and nonlinear structural solutions on a representative aeroplane model. ...

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Publication Details

Published
2025-08-25
DOI
https://doi.org/10.82439/ceas-ifasd-2024-082
Primary Topic
Plant Pathogenic Bacteria Studies
Type
article
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article

Differentiable Aeroelastic Framework Suitable for Industrial Modelling of Nonlinear Loads on Accelerators

Plant Pathogenic Bacteria Studies
article

Differentiable Aeroelastic Framework Suitable for Industrial Modelling of Nonlinear Loads on Accelerators

article en

Abstract

This paper presents a new simulation environment for time-domain nonlinear aeroelastic analysis built for performance and that is suitable for modern hardware architectures such as GPUs. The numerical library JAX and a novel description of the aircraft dynamics are brought together into a highly vectorised codebase that achieves two orders of magnitude accelerations compare to conventional implementations. This brings full-vehicle simulations to run close to if not in real-time, thus opening new possibilities for aircraft design optimization and aeroelastic analysis. The computational edge provided by GPUs is shown in a free-flying very flexible structure. It follows an extensive verification by comparison with MSC Nastran full-FE linear and nonlinear structural solutions on a representative aeroplane model. ...

Imperial College London (GB)
Industry, innovation and infrastructure
Openalex Percentile: Top 33%
Plant Pathogenic Bacteria Studies
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