Robotic Manipulator Software and Hardware Development Using Recognition Algorithms
The enterprises digitalization determines the development trends of the industrial sector. There is a need to reduce the percent of human participation in processes associated with conveyor production, which requires the high-tech solutions integration. Due to the lack of quality control on the asse...
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स्वरूप: | Статья |
भाषा: | English |
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2024
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ऑनलाइन पहुंच: | https://dspace.ncfu.ru/handle/123456789/27484 |
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ir-123456789-274842024-04-22T14:35:39Z Robotic Manipulator Software and Hardware Development Using Recognition Algorithms Martirosyan, K. V. Мартиросян, К. В. Arduino Statistics Automated sorting system Computer vision Data collection and analysis Defect detection Image classification Neural networks Product quality control Robotics in manufacturing The enterprises digitalization determines the development trends of the industrial sector. There is a need to reduce the percent of human participation in processes associated with conveyor production, which requires the high-tech solutions integration. Due to the lack of quality control on the assembly line, enterprises produce a large percentage of defective products. The article discusses a possible solution to the problem of image processing for monitoring defects in products moving along a conveyor belt. The use of neural network technologies allows us to identify defects in production in real time, and the use of a robotic arm allows us to immediately remove such products from the assembly line. As a result of the research, it is planned to implement a software and hardware complex of a robotic manipulator using computer vision technologies that can distinguish objects and mechanically influence them. 2024-04-22T14:34:15Z 2024-04-22T14:34:15Z 2024 Статья Borovkov, G.S., Martirosyan, K.V., Protasov, Y.A. Robotic Manipulator Software and Hardware Development Using Recognition Algorithms // Proceedings of the 2024 Conference of Young Researchers in Electrical and Electronic Engineering, ElCon 2024. - 2024. - pp. 335-338. - DOI: 10.1109/ElCon61730.2024.10468466 https://dspace.ncfu.ru/handle/123456789/27484 en Proceedings of the 2024 Conference of Young Researchers in Electrical and Electronic Engineering, ElCon 2024 application/pdf |
institution |
СКФУ |
collection |
Репозиторий |
language |
English |
topic |
Arduino Statistics Automated sorting system Computer vision Data collection and analysis Defect detection Image classification Neural networks Product quality control Robotics in manufacturing |
spellingShingle |
Arduino Statistics Automated sorting system Computer vision Data collection and analysis Defect detection Image classification Neural networks Product quality control Robotics in manufacturing Martirosyan, K. V. Мартиросян, К. В. Robotic Manipulator Software and Hardware Development Using Recognition Algorithms |
description |
The enterprises digitalization determines the development trends of the industrial sector. There is a need to reduce the percent of human participation in processes associated with conveyor production, which requires the high-tech solutions integration. Due to the lack of quality control on the assembly line, enterprises produce a large percentage of defective products. The article discusses a possible solution to the problem of image processing for monitoring defects in products moving along a conveyor belt. The use of neural network technologies allows us to identify defects in production in real time, and the use of a robotic arm allows us to immediately remove such products from the assembly line. As a result of the research, it is planned to implement a software and hardware complex of a robotic manipulator using computer vision technologies that can distinguish objects and mechanically influence them. |
format |
Статья |
author |
Martirosyan, K. V. Мартиросян, К. В. |
author_facet |
Martirosyan, K. V. Мартиросян, К. В. |
author_sort |
Martirosyan, K. V. |
title |
Robotic Manipulator Software and Hardware Development Using Recognition Algorithms |
title_short |
Robotic Manipulator Software and Hardware Development Using Recognition Algorithms |
title_full |
Robotic Manipulator Software and Hardware Development Using Recognition Algorithms |
title_fullStr |
Robotic Manipulator Software and Hardware Development Using Recognition Algorithms |
title_full_unstemmed |
Robotic Manipulator Software and Hardware Development Using Recognition Algorithms |
title_sort |
robotic manipulator software and hardware development using recognition algorithms |
publishDate |
2024 |
url |
https://dspace.ncfu.ru/handle/123456789/27484 |
work_keys_str_mv |
AT martirosyankv roboticmanipulatorsoftwareandhardwaredevelopmentusingrecognitionalgorithms AT martirosânkv roboticmanipulatorsoftwareandhardwaredevelopmentusingrecognitionalgorithms |
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1809808885296398336 |