Data-based control of Logical Networks

Fuente: arXiv
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Main Authors: Disarò, Giorgia, Valcher, Maria Elena
Format: Preprint
Published: 2025
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author Disarò, Giorgia
Valcher, Maria Elena
author_facet Disarò, Giorgia
Valcher, Maria Elena
contents In recent years, data-driven approaches have become increasingly pervasive across all areas of control engineering. However, the applications of data-based techniques to Boolean control networks (BCNs) are still very limited. In this paper we aim to fill this gap, by exploring the possibility of evaluating some basic features, i.e., reachability and equilibria, and of solving two fundamental control problems, i.e., safe control and output regulation, for a BCN, leveraging only a limited amount of data generated by the network, without knowing or identifying its model.
format Preprint
id arxiv_https___arxiv_org_abs_2505_11667
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Data-based control of Logical Networks
Disarò, Giorgia
Valcher, Maria Elena
Systems and Control
In recent years, data-driven approaches have become increasingly pervasive across all areas of control engineering. However, the applications of data-based techniques to Boolean control networks (BCNs) are still very limited. In this paper we aim to fill this gap, by exploring the possibility of evaluating some basic features, i.e., reachability and equilibria, and of solving two fundamental control problems, i.e., safe control and output regulation, for a BCN, leveraging only a limited amount of data generated by the network, without knowing or identifying its model.
title Data-based control of Logical Networks
topic Systems and Control
url https://arxiv.org/abs/2505.11667