Robot With Vision Guidance System for Unscrewing Operation

This work consists in identifying screws along a section of a metal beam, using a camera. Subsequently, the robot moved to the screws with tool (screwdriver) oriented and aligned with the screws, unscrewing them completely automatically. To detect the screws, a dataset of images contextualized with the application was created for personalized training of a neuronal network model. With this solution it is possible to detect and distinguish any type of screw, as the model can be continuously trained and optimized, following the logic of a scalable solution for the following phases of this development.

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Publication Details

Published
2024-12-11
DOI
https://doi.org/10.1109/dasa63652.2024.10836165
Citations
2
Primary Topic
Robotic Path Planning Algorithms
Type
article
Field-Weighted Citation Impact
0.50
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article

Robot With Vision Guidance System for Unscrewing Operation

André C. P. L. F. de Carvalho, Ricardo Alexandre Fontes Correia, Anna Lecticia Martins de Araújo Carvalho
2 citations
Robotic Path Planning Algorithms
0.50
article

Robot With Vision Guidance System for Unscrewing Operation

André C. P. L. F. de Carvalho, Ricardo Alexandre Fontes Correia, Anna Lecticia Martins de Araújo Carvalho
article en
2 citations

Abstract

This work consists in identifying screws along a section of a metal beam, using a camera. Subsequently, the robot moved to the screws with tool (screwdriver) oriented and aligned with the screws, unscrewing them completely automatically. To detect the screws, a dataset of images contextualized with the application was created for personalized training of a neuronal network model. With this solution it is possible to detect and distinguish any type of screw, as the model can be continuously trained and optimized, following the logic of a scalable solution for the following phases of this development.

Polytechnic Institute of Viseu (PT)
Affordable and clean energy
Openalex Percentile: Top 32%
Robotic Path Planning Algorithms
0.50
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Robot With Vision Guidance System for Unscrewing Operation — André C. P. L. F. de Carvalho, Ricardo Alexandre Fontes Correia, et al. · (2024) | TGRS Research Map | TGRS