Research
My published work so far. More papers are currently in progress.
Publications
Real-Time Aerodynamic Airfoil Optimisation Using Deep Reinforcement Learning with Proximal Policy Optimisation
November 2025 — Aerospace (MDPI), Vol. 12, Issue 11
Application of deep reinforcement learning with Proximal Policy Optimisation (PPO) to optimise aerodynamic airfoil profiles in real time within the context of morphing wings. The approach learns to satisfy both aerodynamic objectives and complex geometric constraints while maintaining low computational cost and millisecond-level optimisation speed.