Machine Learning, Mechatronics, and Stretch Forming: A History of Innovation in Manufacturing Engineering

This review focuses on the complex connections between machine learning, mechatronics, and stretch forming, offering valuable insights that can lay the groundwork for future research. It provides an overview of the origins and fundamentals of these fields, emphasizes notable progress, and explores t...

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Main Authors: Cosmin Constantin Grigoras, Valentin Zichil, Vlad Andrei Ciubotariu, Stefan Marius Cosa
Format: Article
Language:English
Published: MDPI AG 2024-03-01
Series:Machines
Subjects:
Online Access:https://www.mdpi.com/2075-1702/12/3/180
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author Cosmin Constantin Grigoras
Valentin Zichil
Vlad Andrei Ciubotariu
Stefan Marius Cosa
author_facet Cosmin Constantin Grigoras
Valentin Zichil
Vlad Andrei Ciubotariu
Stefan Marius Cosa
author_sort Cosmin Constantin Grigoras
collection DOAJ
description This review focuses on the complex connections between machine learning, mechatronics, and stretch forming, offering valuable insights that can lay the groundwork for future research. It provides an overview of the origins and fundamentals of these fields, emphasizes notable progress, and explores the influence of these fields on society and industry. Also highlighted is the progress of robotics research and particularities in the field of sheet metal forming and its various applications. This review paper focuses on presenting the latest technological advancements and the integrations of these fields from their beginnings to the present days, providing insights into future research directions.
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spelling doaj.art-6e0133fde8ec42d59608a01f02f691302024-03-27T13:51:51ZengMDPI AGMachines2075-17022024-03-0112318010.3390/machines12030180Machine Learning, Mechatronics, and Stretch Forming: A History of Innovation in Manufacturing EngineeringCosmin Constantin Grigoras0Valentin Zichil1Vlad Andrei Ciubotariu2Stefan Marius Cosa3Department of Engineering and Management, Mechatronics, “Vasile Alecsandri” University of Bacău, 157 Calea Mărăsesti, 600115 Bacau, RomaniaDepartment of Engineering and Management, Mechatronics, “Vasile Alecsandri” University of Bacău, 157 Calea Mărăsesti, 600115 Bacau, RomaniaDepartment of Industrial Systems Engineering and Management, “Vasile Alecsandri” University of Bacău, 157 Calea Mărăsesti, 600115 Bacau, RomaniaDoctoral School, “Vasile Alecsandri” University of Bacău, 157 Calea Mărăsesti, 600115 Bacau, RomaniaThis review focuses on the complex connections between machine learning, mechatronics, and stretch forming, offering valuable insights that can lay the groundwork for future research. It provides an overview of the origins and fundamentals of these fields, emphasizes notable progress, and explores the influence of these fields on society and industry. Also highlighted is the progress of robotics research and particularities in the field of sheet metal forming and its various applications. This review paper focuses on presenting the latest technological advancements and the integrations of these fields from their beginnings to the present days, providing insights into future research directions.https://www.mdpi.com/2075-1702/12/3/180autonomous mechatronic systemprocessing precisionflexible manufacturing systemsdigital processingfracture predictionself-organizing manipulators
spellingShingle Cosmin Constantin Grigoras
Valentin Zichil
Vlad Andrei Ciubotariu
Stefan Marius Cosa
Machine Learning, Mechatronics, and Stretch Forming: A History of Innovation in Manufacturing Engineering
Machines
autonomous mechatronic system
processing precision
flexible manufacturing systems
digital processing
fracture prediction
self-organizing manipulators
title Machine Learning, Mechatronics, and Stretch Forming: A History of Innovation in Manufacturing Engineering
title_full Machine Learning, Mechatronics, and Stretch Forming: A History of Innovation in Manufacturing Engineering
title_fullStr Machine Learning, Mechatronics, and Stretch Forming: A History of Innovation in Manufacturing Engineering
title_full_unstemmed Machine Learning, Mechatronics, and Stretch Forming: A History of Innovation in Manufacturing Engineering
title_short Machine Learning, Mechatronics, and Stretch Forming: A History of Innovation in Manufacturing Engineering
title_sort machine learning mechatronics and stretch forming a history of innovation in manufacturing engineering
topic autonomous mechatronic system
processing precision
flexible manufacturing systems
digital processing
fracture prediction
self-organizing manipulators
url https://www.mdpi.com/2075-1702/12/3/180
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AT stefanmariuscosa machinelearningmechatronicsandstretchformingahistoryofinnovationinmanufacturingengineering