Least-squares method and deep learning in the identification and analysis of name-plates of power equipment
This article proposes a nameplate recognition method based on the least-squares method and deep learning algorithm character feature fusion. This method extracts the histogram of the edge direction of the character and constructs the histogram feature vector based on the wavelet transform deep learn...
| Main Authors: | , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Sciendo
2021-12-01
|
| Series: | Applied Mathematics and Nonlinear Sciences |
| Subjects: | |
| Online Access: | https://doi.org/10.2478/amns.2021.1.00055 |
| _version_ | 1797800828604514304 |
|---|---|
| author | Zhong Yerong Ruan Guoheng Abozinadah Ehab Jiang Jiaming |
| author_facet | Zhong Yerong Ruan Guoheng Abozinadah Ehab Jiang Jiaming |
| author_sort | Zhong Yerong |
| collection | DOAJ |
| description | This article proposes a nameplate recognition method based on the least-squares method and deep learning algorithm character feature fusion. This method extracts the histogram of the edge direction of the character and constructs the histogram feature vector based on the wavelet transform deep learning algorithm. We use classifier training for the text recognition of the nameplate to segment the text into individual characters. Then, we extract the character features to build a template. Experiments prove that the algorithm meets the practical application needs of nameplate identification of power equipment and achieves the design goals. |
| first_indexed | 2024-03-13T04:41:11Z |
| format | Article |
| id | doaj.art-3667bee14ceb4b12824d66ff50d94702 |
| institution | Directory Open Access Journal |
| issn | 2444-8656 |
| language | English |
| last_indexed | 2024-03-13T04:41:11Z |
| publishDate | 2021-12-01 |
| publisher | Sciendo |
| record_format | Article |
| series | Applied Mathematics and Nonlinear Sciences |
| spelling | doaj.art-3667bee14ceb4b12824d66ff50d947022023-06-19T05:54:31ZengSciendoApplied Mathematics and Nonlinear Sciences2444-86562021-12-017110311210.2478/amns.2021.1.00055Least-squares method and deep learning in the identification and analysis of name-plates of power equipmentZhong Yerong0Ruan Guoheng1Abozinadah Ehab2Jiang Jiaming3Qingyuan Power Supply Bureau of Guangdong Power Grid Co., Ltd, Qingyuan, Guangdong, ChinaQingyuan Power Supply Bureau of Guangdong Power Grid Co., Ltd, Qingyuan, Guangdong, ChinaDepartment of Information System, Faculty of Computing and Information Technology, King Abdulaziz University, Jeddah, Saudi ArabiaQingyuan Power Supply Bureau of Guangdong Power Grid Co., Ltd, Qingyuan, Guangdong, ChinaThis article proposes a nameplate recognition method based on the least-squares method and deep learning algorithm character feature fusion. This method extracts the histogram of the edge direction of the character and constructs the histogram feature vector based on the wavelet transform deep learning algorithm. We use classifier training for the text recognition of the nameplate to segment the text into individual characters. Then, we extract the character features to build a template. Experiments prove that the algorithm meets the practical application needs of nameplate identification of power equipment and achieves the design goals.https://doi.org/10.2478/amns.2021.1.00055deep learningleast-squares methodnameplate recognitionpower equipment92b20 |
| spellingShingle | Zhong Yerong Ruan Guoheng Abozinadah Ehab Jiang Jiaming Least-squares method and deep learning in the identification and analysis of name-plates of power equipment Applied Mathematics and Nonlinear Sciences deep learning least-squares method nameplate recognition power equipment 92b20 |
| title | Least-squares method and deep learning in the identification and analysis of name-plates of power equipment |
| title_full | Least-squares method and deep learning in the identification and analysis of name-plates of power equipment |
| title_fullStr | Least-squares method and deep learning in the identification and analysis of name-plates of power equipment |
| title_full_unstemmed | Least-squares method and deep learning in the identification and analysis of name-plates of power equipment |
| title_short | Least-squares method and deep learning in the identification and analysis of name-plates of power equipment |
| title_sort | least squares method and deep learning in the identification and analysis of name plates of power equipment |
| topic | deep learning least-squares method nameplate recognition power equipment 92b20 |
| url | https://doi.org/10.2478/amns.2021.1.00055 |
| work_keys_str_mv | AT zhongyerong leastsquaresmethodanddeeplearningintheidentificationandanalysisofnameplatesofpowerequipment AT ruanguoheng leastsquaresmethodanddeeplearningintheidentificationandanalysisofnameplatesofpowerequipment AT abozinadahehab leastsquaresmethodanddeeplearningintheidentificationandanalysisofnameplatesofpowerequipment AT jiangjiaming leastsquaresmethodanddeeplearningintheidentificationandanalysisofnameplatesofpowerequipment |