most citedVerification and Validation for Trustworthy Scientific Machine Learning

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math.DS2025

Adjoint-based Hopf-bifurcation Instability Suppression via First Lyapunov Coefficient

Sicheng He, Max Howell, Daning Huang +3

Many physical systems exhibit limit cycle oscillations induced by Hopf bifurcations. In aerospace engineering, limit cycle oscillations arise from undesirable Hopf bifurcation phen…