In recent decades, there has been a rapid development of computer vision techniques that have found applications in various engineering fields such as automation and robotics. This topic can also be developed and further explored in servosystems, a field dominated by physical sensors and transducers. This study proposes the development of a closed-loop control architecture with optical feedback starting from an already existing test bench. It suggests replacing the potentiometric transducer used for position feedback with a camera-based system. A primary contribution of this work lies in the selection of components for the development of the system and the creation of a customized dataset for training the object detection algorithm using the YOLOv8 neural network.
Preliminary Study on the Development of a Closed-Loop Control System Using Optical Feedback / Marra, Vincenzo; De Martin, Andrea; Bertolino, Antonio Carlo; Sorli, Massimo. - In: MACHINES. - ISSN 2075-1702. - ELETTRONICO. - 13:12(2025). [10.3390/machines13121085]
Preliminary Study on the Development of a Closed-Loop Control System Using Optical Feedback
Marra, Vincenzo;De Martin, Andrea;Bertolino, Antonio Carlo;Sorli, Massimo
2025
Abstract
In recent decades, there has been a rapid development of computer vision techniques that have found applications in various engineering fields such as automation and robotics. This topic can also be developed and further explored in servosystems, a field dominated by physical sensors and transducers. This study proposes the development of a closed-loop control architecture with optical feedback starting from an already existing test bench. It suggests replacing the potentiometric transducer used for position feedback with a camera-based system. A primary contribution of this work lies in the selection of components for the development of the system and the creation of a customized dataset for training the object detection algorithm using the YOLOv8 neural network.| File | Dimensione | Formato | |
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machines-13-01085.pdf
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https://hdl.handle.net/11583/3005428
