2 papers
eess.SY2025
Dimensionality Reduction with Koopman Generalized Eigenfunctions
Simone Martini, Margareta Stefanovic, Kimon P. Valavanis
This paper presents a methodology to achieve lower-dimensional Koopman quasi-linear representations of nonlinear system dynamics using Koopman generalized eigenfunctions. The propo…
eess.SY2025
Reinforcement Learning Based Prediction of PID Controller Gains for Quadrotor UAVs
Serhat Sönmez, Luca Montecchio, Simone Martini +4
A reinforcement learning (RL) based methodology is proposed and implemented for online fine-tuning of PID controller gains, thus, improving quadrotor effective and accurate traject…