3 papers
eess.SY2025
Contributions to Semialgebraic-Set-Based Stability Verification of Dynamical Systems with Neural-Network-Based Controllers
Alvaro Detailleur, Dalim Wahby, Guillaume Ducard +1
Neural-network-based controllers (NNCs) can represent complex, highly nonlinear control laws, but verifying the closed-loop stability of dynamical systems using them remains challe…
eess.SY2025
Synthesis and SOS-based Stability Verification of a Neural-Network-Based Controller for a Two-wheeled Inverted Pendulum
Alvaro Detailleur, Dalim Wahby, Guillaume Ducard +1
This work newly establishes the feasibility and practical value of a sum of squares (SOS)-based stability verification procedure for applied control problems utilizing neural-netwo…
eess.SY2025
Improved Sum-of-Squares Stability Verification of Neural-Network-Based Controllers
Alvaro Detailleur, Guillaume Ducard, Christopher Onder
This work presents several improvements to the closed-loop stability verification framework using semialgebraic sets and convex semidefinite programming to examine neural-network-b…