Author

Urban Fasel

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Review Jul 2026

An Introduction to Sparse Identification of Nonlinear Dynamics for Engineering Applications

Many engineering problems involve phenomena whose governing equations are poorly characterized or only partially known. Surrogate modeling techniques such as neural networks can capture the behavior of these systems, but they typically demand large training datasets that are difficult to obtain in engineering contexts...

Yao Li, Ana Larrañaga, Steven L. Brunton et al. · arXiv.org · 0 citations

Jul 2026

Co-Design of Aeroelastic Systems with Deep Reinforcement Learning

A model-free nested co-design framework for aeroelastic systems using deep reinforcement learning, in which a design-conditioned control policy is trained with proximal policy optimisation while an outer loop updates a distribution over candidate design parameters, highlights the potential of model-free co-design for c...

Yao-Cheng Li, Urban Fasel · arXiv.org · 0 citations