Search Results for author: Christophe Prieur

Found 10 papers, 1 papers with code

Enhancing Reinforcement Learning Agents with Local Guides

1 code implementation21 Feb 2024 Paul Daoudi, Bogdan Robu, Christophe Prieur, Ludovic Dos Santos, Merwan Barlier

This paper addresses the problem of integrating local guide policies into a Reinforcement Learning agent.

reinforcement-learning

Improving a Proportional Integral Controller with Reinforcement Learning on a Throttle Valve Benchmark

no code implementations21 Feb 2024 Paul Daoudi, Bojan Mavkov, Bogdan Robu, Christophe Prieur, Emmanuel Witrant, Merwan Barlier, Ludovic Dos Santos

This paper presents a learning-based control strategy for non-linear throttle valves with an asymmetric hysteresis, leading to a near-optimal controller without requiring any prior knowledge about the environment.

Reinforcement Learning (RL)

A Conservative Approach for Few-Shot Transfer in Off-Dynamics Reinforcement Learning

no code implementations24 Dec 2023 Paul Daoudi, Christophe Prieur, Bogdan Robu, Merwan Barlier, Ludovic Dos Santos

In the few-shot framework, a limited number of transitions from the target environment are introduced to facilitate a more effective transfer.

Imitation Learning

Fusion of Distance Measurements between Agents with Unknown Correlations

no code implementations9 Jun 2023 Colin Cros, Pierre-Olivier Amblard, Christophe Prieur, Jean-François da Rocha

To optimally integrate a distance measurement between two users into a navigation filter, the correlation between the errors of their estimates must be known.

Synchronization of Identical Boundary-Actuated Semilinear Infinite-Dimensional Systems

no code implementations14 Apr 2021 Francesco Ferrante, Giacomo Casadei, Christophe Prieur

For this class of systems, sufficient conditions in the form of linear matrix inequalities for the design of synchronizing policies are provided.

Stability analysis of reaction-diffusion PDEs coupled at the boundaries with an ODE

no code implementations8 Mar 2021 Hugo Lhachemi, Christophe Prieur

This paper addresses the derivation of generic and tractable sufficient conditions ensuring the stability of a coupled system composed of a reaction-diffusion partial differential equation (PDE) and a finite-dimensional linear time invariant ordinary differential equation (ODE).

Optimization and Control Systems and Control Systems and Control

Finite-dimensional observer-based PI regulation control of a reaction-diffusion equation

no code implementations9 Dec 2020 Hugo Lhachemi, Christophe Prieur

The proposed control strategy consists of the coupling of a finite-dimensional observer and a PI controller in order to achieve the boundary setpoint regulation control of various system outputs such as the Dirichlet and Neumann traces.

Optimization and Control Systems and Control Systems and Control

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