3 papers
math.OC2025
State estimator design using Jordan based long short-term memory networks
Avneet Kaur, Kirsten Morris
State estimation of a dynamical system refers to estimating the state of a system given an imperfect model, noisy measurements and some or no information about the initial state. W…
math.OC2025
Stability of Jordan Recurrent Neural Network Estimator
Avneet Kaur, Ruikun Zhou, Jun Liu +1
State estimation refers to determining the states of a dynamical system that starts from a noisy initial condition and evolves under process noise, based on noisy measurements and…
math.OC2024
Multi-level Optimal Control with Neural Surrogate Models
Dante Kalise, Estefanía Loayza-Romero, Kirsten A. Morris +1
Optimal actuator and control design is studied as a multi-level optimisation problem, where the actuator design is evaluated based on the performance of the associated optimal clos…