[HTML][HTML] Adaptive conductance control

R Schmetterling, TB Burghi, R Sepulchre - Annual Reviews in Control, 2022 - Elsevier
Neuromodulation is central to the adaptation and robustness of animal nervous systems.
This paper explores the classical paradigm of indirect adaptive control to design …

Neuromorphic control of a pendulum

R Schmetterling, F Forni, A Franci… - IEEE Control Systems …, 2024 - ieeexplore.ieee.org
We illustrate the potential of neuromorphic control on the simple mechanical model of a
pendulum, with both event-based actuation and sensing. The controller and the pendulum …

Distributed online estimation of biophysical neural networks

TB Burghi, T O'Leary… - 2022 IEEE 61st …, 2022 - ieeexplore.ieee.org
In this work, we propose a distributed adaptive observer for a class of nonlinear networked
systems inspired by biophysical neural network models. Neural systems learn by adjusting …

Adaptive observer and control of spatiotemporal delayed neural fields

L Brivadis, A Chaillet, J Auriol - Systems & Control Letters, 2024 - Elsevier
An adaptive observer is proposed to estimate the synaptic distribution between neurons
asymptotically from the measurement of a part of the neuronal activity and a delayed neural …

Robust online estimation of biophysical neural circuits

R Schmetterling, TB Burghi… - 2023 62nd IEEE …, 2023 - ieeexplore.ieee.org
The control of neuronal networks, whether biological or neuromorphic, relies on tools for
estimating parameters in the presence of model uncertainty. In this work, we explore the …

Rapid, interpretable, data-driven models of neural dynamics using Recurrent Mechanistic Models

TB Burghi, M Ivanova, E Morozova, H Wang, E Marder… - bioRxiv, 2024 - biorxiv.org
Obtaining predictive models of a neural system is notoriously challenging. Detailed models
suffer from excess model complexity and are difficult to fit efficiently. Simplified models must …

Open-loop contraction design

JG Lee, TB Burghi, R Sepulchre - 2022 IEEE 61st Conference …, 2022 - ieeexplore.ieee.org
Given a non-contracting trajectory of a nonlinear system, we consider the question of
designing an input perturbation that makes the perturbed trajectory contracting. This paper …