Mathematical model of transforming image elements to structured data based on BP neural network
The analysis and structural transformation of power-related picture elements is an essential result of regional power grid research. This paper proposes a new idea for extracting monolithic insulator images based on analysing the characteristics of scanned colour grid power insulators. At the same t...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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Sciendo
2021-12-01
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| Series: | Applied Mathematics and Nonlinear Sciences |
| Subjects: | |
| Online Access: | https://doi.org/10.2478/amns.2021.1.00084 |
| _version_ | 1797800827699593216 |
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| author | Wang Zhiyou Wang Maojin Khder Moaiad Ahmad |
| author_facet | Wang Zhiyou Wang Maojin Khder Moaiad Ahmad |
| author_sort | Wang Zhiyou |
| collection | DOAJ |
| description | The analysis and structural transformation of power-related picture elements is an essential result of regional power grid research. This paper proposes a new idea for extracting monolithic insulator images based on analysing the characteristics of scanned colour grid power insulators. At the same time, the article extracts the RGB colour matrix of the insulator based on the BP neural network algorithm. Then, it uses it as a characteristic parameter for training and analysis. Combining the characteristics of image data, it is found that the model proposed in this paper enhances the ability to express images, thereby improving the accuracy of image classification. Furthermore, many experiments on the accurate data set of insulator monoliths show the effectiveness of this model. |
| first_indexed | 2024-03-13T04:41:10Z |
| format | Article |
| id | doaj.art-33cc71fd6c6949cdb5b7ac217fa366ff |
| institution | Directory Open Access Journal |
| issn | 2444-8656 |
| language | English |
| last_indexed | 2024-03-13T04:41:10Z |
| publishDate | 2021-12-01 |
| publisher | Sciendo |
| record_format | Article |
| series | Applied Mathematics and Nonlinear Sciences |
| spelling | doaj.art-33cc71fd6c6949cdb5b7ac217fa366ff2023-06-19T05:54:31ZengSciendoApplied Mathematics and Nonlinear Sciences2444-86562021-12-017125726610.2478/amns.2021.1.00084Mathematical model of transforming image elements to structured data based on BP neural networkWang Zhiyou0Wang Maojin1Khder Moaiad Ahmad2School of Electronic Communication and Electrical Engineering, Changsha University, Kaifu District, Changsha, 410022, ChinaSchool of Electronic Communication and Electrical Engineering, Changsha University, Kaifu District, Changsha, 410022, ChinaApplied Science University, Al Eker, Kingdom of BahrainThe analysis and structural transformation of power-related picture elements is an essential result of regional power grid research. This paper proposes a new idea for extracting monolithic insulator images based on analysing the characteristics of scanned colour grid power insulators. At the same time, the article extracts the RGB colour matrix of the insulator based on the BP neural network algorithm. Then, it uses it as a characteristic parameter for training and analysis. Combining the characteristics of image data, it is found that the model proposed in this paper enhances the ability to express images, thereby improving the accuracy of image classification. Furthermore, many experiments on the accurate data set of insulator monoliths show the effectiveness of this model.https://doi.org/10.2478/amns.2021.1.00084bp neural networkimage elementsfeature extractioninsulator monolithicstructureddata conversion92b20 |
| spellingShingle | Wang Zhiyou Wang Maojin Khder Moaiad Ahmad Mathematical model of transforming image elements to structured data based on BP neural network Applied Mathematics and Nonlinear Sciences bp neural network image elements feature extraction insulator monolithic structured data conversion 92b20 |
| title | Mathematical model of transforming image elements to structured data based on BP neural network |
| title_full | Mathematical model of transforming image elements to structured data based on BP neural network |
| title_fullStr | Mathematical model of transforming image elements to structured data based on BP neural network |
| title_full_unstemmed | Mathematical model of transforming image elements to structured data based on BP neural network |
| title_short | Mathematical model of transforming image elements to structured data based on BP neural network |
| title_sort | mathematical model of transforming image elements to structured data based on bp neural network |
| topic | bp neural network image elements feature extraction insulator monolithic structured data conversion 92b20 |
| url | https://doi.org/10.2478/amns.2021.1.00084 |
| work_keys_str_mv | AT wangzhiyou mathematicalmodeloftransformingimageelementstostructureddatabasedonbpneuralnetwork AT wangmaojin mathematicalmodeloftransformingimageelementstostructureddatabasedonbpneuralnetwork AT khdermoaiadahmad mathematicalmodeloftransformingimageelementstostructureddatabasedonbpneuralnetwork |