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<p>Lightweight CNN Models for Product Defect Detection with Edge Computing in Manufacturing Industries</p>

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Title Statement <p>Lightweight CNN Models for Product Defect Detection with Edge Computing in Manufacturing Industries</p>
 
Added Entry - Uncontrolled Name Bonam, Janakiramaiah ; Prasad V Potluri Siddhartha Institute of Technology, Vijayawada, 520 007, Andhra Pradesh, India
Kondapalli, Sai Sudheer; Tejas Networks, Bengaluru, 560 100, Karnataka, India
Prasad, L V Narasimha; Computer Science and Engineering, Institute of Aeronautical Engineering, Hyderabad, 500 043, Telangana, India
Marlapalli, Krishna ; Computer Science and Engineering, Sir C R Reddy College of Engineering, Eluru, 534 007, Andhra Pradesh, India
 
Uncontrolled Index Term Convolution neural network, Deep learning, Edge devices, Lightweight model
 
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mso-padding-alt:0in 5.4pt 0in 5.4pt; mso-para-margin:0in; mso-para-margin-bottom:.0001pt; mso-pagination:widow-orphan; font-size:11.0pt; mso-bidi-font-size:10.0pt; font-family:"Calibri","sans-serif"; mso-ascii-font-family:Calibri; mso-ascii-theme-font:minor-latin; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast; mso-hansi-font-family:Calibri; mso-hansi-theme-font:minor-latin; mso-bidi-font-family:Mangal; mso-bidi-theme-font:minor-bidi;} </style> <![endif]--> <p class="MsoNormal" style="margin-top: 0in; margin-right: 24.0pt; margin-bottom: 11.0pt; margin-left: 24.0pt;"><span style="font-size: 9.0pt;" lang="EN-GB">Detecting product defects is one of the manufacturing industry's most essential processes in quality control. Human visual inspection for product defects is the traditional method employed in the industry. Nevertheless, it can be laborious, prone to human mistakes, and unreliable. Deep Learning-based Convolution Neural Networks (CNN) has been extensively used in fully automating product defect detection systems. However, real-time edge devices installed at the manufacturing site generally have limited computing capability and cannot run different CNN models. A lightweight CNN model is adopted in this scenario to find a balance between defect detection, model training time, memory consumption, computing time and efficiency. This work provides lightweight CNN models with transfer learning for product defect detection on fabric, surface, and casting datasets. We deployed the trained model to the NVIDIA Jetson Nano-kit edge device for detection speed with better simulation results in terms of accuracy, sensitivity rate, specificity rate, and F1 measure in the workplace context of the Manufacturing Industries.</span></p>
 
Publication, Distribution, Etc. Journal of Scientific & Industrial Research
2023-04-06 06:49:56
 
Electronic Location and Access application/pdf
http://op.niscair.res.in/index.php/JSIR/article/view/72390
 
Data Source Entry Journal of Scientific & Industrial Research; ##issue.vol## 82, ##issue.no## 04 (2023)
 
Language Note en