2 papers
math.OC2024
Neural Network Approaches for Parameterized Optimal Control
Deepanshu Verma, Nick Winovich, Lars Ruthotto +1
We consider numerical approaches for deterministic, finite-dimensional optimal control problems whose dynamics depend on unknown or uncertain parameters. We seek to amortize the so…
math.OC2023
Learning Control Policies of Hodgkin-Huxley Neuronal Dynamics
Malvern Madondo, Deepanshu Verma, Lars Ruthotto +1
We present a neural network approach for closed-loop deep brain stimulation (DBS). We cast the problem of finding an optimal neurostimulation strategy as a control problem. In this…