Internal models in control, bioengineering, and neuroscience

M Bin, J Huang, A Isidori, L Marconi… - Annual Review of …, 2022 - annualreviews.org
Internal models are nowadays customarily used in different domains of science and
engineering to describe how living organisms or artificial computational units embed their …

Internal models in control, biology and neuroscience

J Huang, A Isidori, L Marconi… - … IEEE Conference on …, 2018 - ieeexplore.ieee.org
This tutorial paper deals with the Internal Model Principle (IMP) from different perspectives.
The goal is to start from the principle as introduced and commonly used in the control theory …

Model identification and adaptive state observation for a class of nonlinear systems

M Bin, L Marconi - IEEE Transactions on Automatic Control, 2020 - ieeexplore.ieee.org
In this article, we consider the joint problems of state estimation and model identification for
a class of continuous-time nonlinear systems in the output-feedback canonical form. An …

Output regulation by postprocessing internal models for a class of multivariable nonlinear systems

M Bin, L Marconi - … Journal of Robust and Nonlinear Control, 2020 - Wiley Online Library
In this paper we propose a new design paradigm, which employs a postprocessing internal
model unit, to approach the problem of output regulation for a class of multivariable …

Nonlinear robust periodic output regulation of minimum phase systems

D Astolfi, L Praly, L Marconi - Mathematics of Control, Signals, and …, 2022 - Springer
In linear system theory, it is a well-known fact that a regulator given by the cascade of an
oscillatory dynamics, driven by some regulated variables, and of a stabiliser stabilising the …

Harmonic internal models for structurally robust periodic output regulation

D Astolfi, L Praly, L Marconi - Systems & Control Letters, 2022 - Elsevier
This note deals with the problem of output regulation for nonlinear systems in presence of
periodic exogenous signals. We investigate the asymptotic properties of a controller given …

Adaptive output regulation for linear systems via discrete-time identifiers

M Bin, L Marconi, AR Teel - Automatica, 2019 - Elsevier
The problem of output regulation for general multivariable linear systems has been solved in
the 70s, in the seminal works of Francis, Wonham and Davison, under the assumption that …

Approximate nonlinear regulation via identification-based adaptive internal models

M Bin, P Bernard, L Marconi - IEEE Transactions on Automatic …, 2020 - ieeexplore.ieee.org
This article concerns the problem of adaptive output regulation for multivariable nonlinear
systems in normal form. We present a regulator employing an adaptive internal model of the …

Sufficient conditions for output reference tracking for nonlinear systems: a contractive approach

M Giaccagli, D Astolfi, V Andrieu… - 2020 59th IEEE …, 2020 - ieeexplore.ieee.org
This paper deals with a tracking problem for nonlinear systems. We present sufficient
conditions for the state-feedback output tracking problem, in case of arbitrarily large constant …

The chicken-egg dilemma and the robustness issue in nonlinear output regulation with a look towards adaptation and universal approximators

M Bin, L Marconi - 2018 IEEE Conference on Decision and …, 2018 - ieeexplore.ieee.org
In this paper we review the problem of output regulation for nonlinear systems. We discuss
how the robustness properties and the simple structure of the linear regulator are linear …