22 citations · 36 across the 8 of their papers we have counts for
4 papers · 1 filter
Overcoming slow Kolmogorov width decay in parametric optimal control via neural network surrogates
Hendrik Kleikamp, Martin Lazar, Juan Ricardo Muñoz
In this paper we deal with parametric, linear-quadratic optimal control problems in which the solution can be uniquely characterized by the optimal final time adjoint state. As a m…
Be greedy and learn: efficient and certified algorithms for parametrized optimal control problems
Hendrik Kleikamp, Martin Lazar, Cesare Molinari
We consider parametrized linear-quadratic optimal control problems and provide their online-efficient solutions by combining greedy reduced basis methods and machine learning algor…
Optimal control of parabolic equations -- a spectral calculus based approach
Luka Grubišić, Martin Lazar, Ivica Nakić +1
In this paper we consider a constrained parabolic optimal control problem. The cost functional is quadratic and it combines the distance of the trajectory of the system from the de…
Greedy controllability of finite dimensional linear systems
Martin Lazar, Enrique Zuazua
We analyse the problem of controllability for parameter-dependent linear finite-dimensional systems. The goal is to identify the most distinguished realisations of those parameters…