Author

Gustaaf B. Jacobs

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Preprint Aug 2026

Neural-Network and Reduced-order Modeling Workflows for AI-Driven CFD: Fast Response Surfaces, Reduced Dynamics and Jet in Cross-flow Examples

Highly resolved computational fluid dynamics (CFD) simulations are essential for design but too expensive for dense design-space sampling. This chapter presents an AI-driven CFD workflow that combines scalar-response modeling and reduced-order dynamics using jet-in-cross-flow examples. A reacting hydrogen jet-in-cross-...

Kaku E. Eduku, P. Popov, Gustaaf B. Jacobs · 0 citations

Preprint Aug 2026

Characteristic Sensitivity Ensembles for Inference of Hidden Dynamics from Marginal Observations

A stochastic gradient method is coined that infers dynamics from observed marginal probability density functions using the joint probability density function of the observable and latent variables using the joint probability density function of the observable and latent variables.

Qi Wang, Gustaaf B. Jacobs · 0 citations