Data-Driven Control Design for Complex Systems: Theory, Challenges, and Novel Applications

This paper examines the switch from model-based to data-driven control systems, providing an overview of the challenges encountered and the potential solutions. It reviews the history, current progress, and future perspectives of data-driven control technologies. Additionally, it outlines the diffe...

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Bibliographic Details
Main Authors: Chandar Kumar, Muhammad Sabih, Shubash Kumar, Zahid Ali, Ahmed Muddassir Khan
Format: Article
Language:English
Published: Sukkur IBA University 2025-02-01
Series:Sukkur IBA Journal of Computing and Mathematical Sciences
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Online Access:https://journal.iba-suk.edu.pk:8089/SIBAJournals/index.php/sjcms/article/view/1554
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Summary:This paper examines the switch from model-based to data-driven control systems, providing an overview of the challenges encountered and the potential solutions. It reviews the history, current progress, and future perspectives of data-driven control technologies. Additionally, it outlines the differences between model-based and data-driven control, compares various data-driven control approaches, and addresses essential issues in data-driven optimization. Finally, the paper delves into the data-driven control process and related research areas.
ISSN:2520-0755
2522-3003