Influence of Environmental Noise on Quality Control of HVAC Devices Based on Convolutional Neural Network
Testing the quality of manufactured products based on their sound expression is becoming popular nowadays. To maintain low production costs, the testing is processed at the end of the assembly line. Such measurements are affected considerably by the factory noise even though they are performed in an...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
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MDPI AG
2021-08-01
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| Series: | Applied Sciences |
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| Online Access: | https://www.mdpi.com/2076-3417/11/16/7484 |
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| author | Jan Sikora Renata Wagnerová Lenka Landryová Jan Šíma Stanislaw Wrona |
| author_facet | Jan Sikora Renata Wagnerová Lenka Landryová Jan Šíma Stanislaw Wrona |
| author_sort | Jan Sikora |
| collection | DOAJ |
| description | Testing the quality of manufactured products based on their sound expression is becoming popular nowadays. To maintain low production costs, the testing is processed at the end of the assembly line. Such measurements are affected considerably by the factory noise even though they are performed in anechoic chambers. Before designing the quality control algorithm based on a convolutional neural network, we do not know the influence of the factory noise on the success rate of the algorithm that can potentially be obtained. Therefore, this contribution addresses this problem. The experiments were undertaken on a synthetic dataset of heat, ventilation, and air-conditioning devices. The results show that classification accuracy of the decision-making algorithm declines more rapidly at a high level of environmental noise. |
| first_indexed | 2024-03-10T09:01:50Z |
| format | Article |
| id | doaj.art-e32cedc534754deb9c840319efde068d |
| institution | Directory Open Access Journal |
| issn | 2076-3417 |
| language | English |
| last_indexed | 2024-03-10T09:01:50Z |
| publishDate | 2021-08-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Applied Sciences |
| spelling | doaj.art-e32cedc534754deb9c840319efde068d2023-11-22T06:42:21ZengMDPI AGApplied Sciences2076-34172021-08-011116748410.3390/app11167484Influence of Environmental Noise on Quality Control of HVAC Devices Based on Convolutional Neural NetworkJan Sikora0Renata Wagnerová1Lenka Landryová2Jan Šíma3Stanislaw Wrona4Department of Control Systems and Instrumentation, VŠB—Technical University of Ostrava, 17. listopadu 2172/15, 708 00 Ostrava, Czech RepublicDepartment of Control Systems and Instrumentation, VŠB—Technical University of Ostrava, 17. listopadu 2172/15, 708 00 Ostrava, Czech RepublicDepartment of Control Systems and Instrumentation, VŠB—Technical University of Ostrava, 17. listopadu 2172/15, 708 00 Ostrava, Czech RepublicELCOM, a.s., Technologická 374/6, 708 00 Ostrava, Czech RepublicDepartment of Measurements and Control Systems, Silesian University of Technology, Akademicka 2A, 44-100 Gliwice, PolandTesting the quality of manufactured products based on their sound expression is becoming popular nowadays. To maintain low production costs, the testing is processed at the end of the assembly line. Such measurements are affected considerably by the factory noise even though they are performed in anechoic chambers. Before designing the quality control algorithm based on a convolutional neural network, we do not know the influence of the factory noise on the success rate of the algorithm that can potentially be obtained. Therefore, this contribution addresses this problem. The experiments were undertaken on a synthetic dataset of heat, ventilation, and air-conditioning devices. The results show that classification accuracy of the decision-making algorithm declines more rapidly at a high level of environmental noise.https://www.mdpi.com/2076-3417/11/16/7484HVACacoustic measurementquality controlconvolutional neural networkassembly line |
| spellingShingle | Jan Sikora Renata Wagnerová Lenka Landryová Jan Šíma Stanislaw Wrona Influence of Environmental Noise on Quality Control of HVAC Devices Based on Convolutional Neural Network Applied Sciences HVAC acoustic measurement quality control convolutional neural network assembly line |
| title | Influence of Environmental Noise on Quality Control of HVAC Devices Based on Convolutional Neural Network |
| title_full | Influence of Environmental Noise on Quality Control of HVAC Devices Based on Convolutional Neural Network |
| title_fullStr | Influence of Environmental Noise on Quality Control of HVAC Devices Based on Convolutional Neural Network |
| title_full_unstemmed | Influence of Environmental Noise on Quality Control of HVAC Devices Based on Convolutional Neural Network |
| title_short | Influence of Environmental Noise on Quality Control of HVAC Devices Based on Convolutional Neural Network |
| title_sort | influence of environmental noise on quality control of hvac devices based on convolutional neural network |
| topic | HVAC acoustic measurement quality control convolutional neural network assembly line |
| url | https://www.mdpi.com/2076-3417/11/16/7484 |
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