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AI for Closed-Loop Control Systems : New Opportunities for Modeling, Designing, and Tuning Control Systems

  • Control Systems, particularly closed-loop control systems (CLCS), are frequently used in production machines, vehicles, and robots nowadays. CLCS are needed to actively align actual values of a process to a given reference or set values in real-time with a very high precession. Yet, artificial intelligence (AI) is not used to model, design, optimize, and tune CLCS. This paper will highlight potential AI-empowered and -based control system designs and designing procedures, gathering new opportunities and research direction in the field of control system engineering. Therefore, this paper illustrates which building blocks within the standard block diagram of CLCS can be replaced by AI, i.e., artificial neuronal networks (ANN). Having processes with real-time contains and functional safety in mind, it is discussed if AI-based controller blocks can cope with these demands. By concluding the paper, the pros and cons of AI-empowered as well as -based CLCS designs are discussed, and possible research directions for introducing AI in the domain of control system engineering are given.

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Metadaten
Author:Julius SchöningORCiD, Adrian Riechmann, Hans-Jürgen Pfisterer
Title (English):AI for Closed-Loop Control Systems : New Opportunities for Modeling, Designing, and Tuning Control Systems
DOI:https://doi.org/10.1145/3529836.3529952
ISBN:978-1-4503-9570-0
Parent Title (English):2022 14th International Conference on Machine Learning and Computing (ICMLC)
Publisher:Association for Computing Machinery
Place of publication:New York
Document Type:Part of a Book
Language:English
Year of Completion:2022
electronic ID:Zur Anzeige in scinos
Release Date:2024/08/27
First Page:318
Last Page:323
Note:
Zugriff im Hochschulnetz
Faculties:Fakultät IuI
DDC classes:000 Allgemeines, Informatik, Informationswissenschaft / 004 Informatik
Review Status:Peer Reviewed