3 papers
math.OC2025
Optimal control of continuous-time symmetric systems with unknown dynamics and noisy measurements
Hamed Taghavian, Florian Dorfler, Mikael Johansson
An iterative learning algorithm is presented for continuous-time linear-quadratic optimal control problems where the system is externally symmetric with unknown dynamics. Both fini…
math.OC2024
Stable MPC with maximal terminal sets and quadratic terminal costs
Mikael Johansson, Hamed Taghavian
This paper develops a technique for computing a quadratic terminal cost for linear model predictive controllers that is valid for all states in the maximal control invariant set. T…
eess.SY2024
Model-free fast charging of lithium-ion batteries by online gradient descent
Hamed Taghavian, Malin Andersson, Mikael Johansson
A data-driven solution is provided for the fast-charging problem of lithium-ion batteries with multiple safety and aging constraints. The proposed method optimizes the charging cur…