Building an Intelligent System to Distinguish Russian Printed Letters using Artificial Neural Networks
In this research, an intelligent computer system is designed for recognizing printed Russian letters by extracting features of the letter by finding the Eigen values which then used for training and testing the artificial neural network used in this work namely, Elman NN. This network is used as a t...
| Main Authors: | , , |
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| Format: | Article |
| Language: | Arabic |
| Published: |
Mosul University
2011-12-01
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| Series: | Al-Rafidain Journal of Computer Sciences and Mathematics |
| Subjects: | |
| Online Access: | https://csmj.mosuljournals.com/article_163655_8db0f172b19d6aca13b5cc1a5789007f.pdf |
| _version_ | 1818833606527680512 |
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| author | Jamal Majeed Sura Sherif Osama Mohamed |
| author_facet | Jamal Majeed Sura Sherif Osama Mohamed |
| author_sort | Jamal Majeed |
| collection | DOAJ |
| description | In this research, an intelligent computer system is designed for recognizing printed Russian letters by extracting features of the letter by finding the Eigen values which then used for training and testing the artificial neural network used in this work namely, Elman NN. This network is used as a tool for decision making. Data is entered using a flatbed scanner which results in high extensity, fineness and homogeneous BMP extension images. The programs are implemented by Matlab language, the software include image enhancement techniques, image segmentation, resize the segmented image and features extraction dependent on Eigen values .These values are then used to train and test the Elman Neural Network. In this work the pass ratio of recognition up to 90 % . |
| first_indexed | 2024-12-19T02:21:36Z |
| format | Article |
| id | doaj.art-358700be8bae40a8a7a816be713a67cf |
| institution | Directory Open Access Journal |
| issn | 1815-4816 2311-7990 |
| language | Arabic |
| last_indexed | 2024-12-19T02:21:36Z |
| publishDate | 2011-12-01 |
| publisher | Mosul University |
| record_format | Article |
| series | Al-Rafidain Journal of Computer Sciences and Mathematics |
| spelling | doaj.art-358700be8bae40a8a7a816be713a67cf2022-12-21T20:40:10ZaraMosul UniversityAl-Rafidain Journal of Computer Sciences and Mathematics1815-48162311-79902011-12-018212514110.33899/csmj.2011.163655163655Building an Intelligent System to Distinguish Russian Printed Letters using Artificial Neural NetworksJamal Majeed0Sura Sherif1Osama Mohamed2College of Computer Science and Mathematics University of Mosul, IraqCollege of Engineering University of Mosul, IraqAl-Hadba University CollegeIn this research, an intelligent computer system is designed for recognizing printed Russian letters by extracting features of the letter by finding the Eigen values which then used for training and testing the artificial neural network used in this work namely, Elman NN. This network is used as a tool for decision making. Data is entered using a flatbed scanner which results in high extensity, fineness and homogeneous BMP extension images. The programs are implemented by Matlab language, the software include image enhancement techniques, image segmentation, resize the segmented image and features extraction dependent on Eigen values .These values are then used to train and test the Elman Neural Network. In this work the pass ratio of recognition up to 90 % .https://csmj.mosuljournals.com/article_163655_8db0f172b19d6aca13b5cc1a5789007f.pdfintelligent systemrussian lettersartificial neural networkelman nn |
| spellingShingle | Jamal Majeed Sura Sherif Osama Mohamed Building an Intelligent System to Distinguish Russian Printed Letters using Artificial Neural Networks Al-Rafidain Journal of Computer Sciences and Mathematics intelligent system russian letters artificial neural network elman nn |
| title | Building an Intelligent System to Distinguish Russian Printed Letters using Artificial Neural Networks |
| title_full | Building an Intelligent System to Distinguish Russian Printed Letters using Artificial Neural Networks |
| title_fullStr | Building an Intelligent System to Distinguish Russian Printed Letters using Artificial Neural Networks |
| title_full_unstemmed | Building an Intelligent System to Distinguish Russian Printed Letters using Artificial Neural Networks |
| title_short | Building an Intelligent System to Distinguish Russian Printed Letters using Artificial Neural Networks |
| title_sort | building an intelligent system to distinguish russian printed letters using artificial neural networks |
| topic | intelligent system russian letters artificial neural network elman nn |
| url | https://csmj.mosuljournals.com/article_163655_8db0f172b19d6aca13b5cc1a5789007f.pdf |
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