Author

Pier Marzocca

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Aug 2026

Machine-Learning-Based Real-Time Trajectory Prediction of Store Release from Cavity

A data-driven reduced-order model (ROM) capable of accurately predicting the real-time trajectory of a store released from an internal cavity is developed and shows significant promise for efficiently predicting store trajectories, making it a viable solution for real-time analysis in defense and aerospace applications...

Arpan Das, Errol Hale, Michael Candon et al. · Journal of Aircraft · 0 citations

Preprint Jul 2026

Neural Differential Equations for Oscillatory Flows in Aeroelasticity Applied to Transonic Buffet

A physics-guided neural differential equation (DE) reduced order model (ROM) combining a nonlinear fluid oscillator, a finite-memory multi-input Volterra series, and a compact neural network correction is presented to provide substantial new insight into buffet-induced aeroelastic instabilities involving more than one...

Michael Candon, Pier Marzocca, Earl H. Dowell · 1 citation · ⚡1