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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| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
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Sukkur IBA University
2025-02-01
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| Series: | Sukkur IBA Journal of Computing and Mathematical Sciences |
| Subjects: | |
| Online Access: | https://journal.iba-suk.edu.pk:8089/SIBAJournals/index.php/sjcms/article/view/1554 |
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| _version_ | 1850252089379258368 |
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| author | Chandar Kumar Muhammad Sabih Shubash Kumar Zahid Ali Ahmed Muddassir Khan |
| author_facet | Chandar Kumar Muhammad Sabih Shubash Kumar Zahid Ali Ahmed Muddassir Khan |
| author_sort | Chandar Kumar |
| collection | DOAJ |
| description |
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.
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| format | Article |
| id | doaj-art-be13e9f2aea94e9f9ca63317191bca28 |
| institution | OA Journals |
| issn | 2520-0755 2522-3003 |
| language | English |
| publishDate | 2025-02-01 |
| publisher | Sukkur IBA University |
| record_format | Article |
| series | Sukkur IBA Journal of Computing and Mathematical Sciences |
| spelling | doaj-art-be13e9f2aea94e9f9ca63317191bca282025-08-20T01:57:44ZengSukkur IBA UniversitySukkur IBA Journal of Computing and Mathematical Sciences2520-07552522-30032025-02-018110.30537/sjcms.v8i1.1554Data-Driven Control Design for Complex Systems: Theory, Challenges, and Novel ApplicationsChandar Kumar0Muhammad Sabih1Shubash Kumar2Zahid AliAhmed Muddassir KhanIndus UniversityDHA Suffa University Indus University 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. https://journal.iba-suk.edu.pk:8089/SIBAJournals/index.php/sjcms/article/view/1554model-based controldata-driven controlclassificationoptimization |
| spellingShingle | Chandar Kumar Muhammad Sabih Shubash Kumar Zahid Ali Ahmed Muddassir Khan Data-Driven Control Design for Complex Systems: Theory, Challenges, and Novel Applications Sukkur IBA Journal of Computing and Mathematical Sciences model-based control data-driven control classification optimization |
| title | Data-Driven Control Design for Complex Systems: Theory, Challenges, and Novel Applications |
| title_full | Data-Driven Control Design for Complex Systems: Theory, Challenges, and Novel Applications |
| title_fullStr | Data-Driven Control Design for Complex Systems: Theory, Challenges, and Novel Applications |
| title_full_unstemmed | Data-Driven Control Design for Complex Systems: Theory, Challenges, and Novel Applications |
| title_short | Data-Driven Control Design for Complex Systems: Theory, Challenges, and Novel Applications |
| title_sort | data driven control design for complex systems theory challenges and novel applications |
| topic | model-based control data-driven control classification optimization |
| url | https://journal.iba-suk.edu.pk:8089/SIBAJournals/index.php/sjcms/article/view/1554 |
| work_keys_str_mv | AT chandarkumar datadrivencontroldesignforcomplexsystemstheorychallengesandnovelapplications AT muhammadsabih datadrivencontroldesignforcomplexsystemstheorychallengesandnovelapplications AT shubashkumar datadrivencontroldesignforcomplexsystemstheorychallengesandnovelapplications AT zahidali datadrivencontroldesignforcomplexsystemstheorychallengesandnovelapplications AT ahmedmuddassirkhan datadrivencontroldesignforcomplexsystemstheorychallengesandnovelapplications |