Hybridization of Genetic Algorithm with Neural Networks to Cipher English Texts
This research aims in the first stage to built a cipher system using hybrid Genetic Algorithm with single layer Neural network to prevent any data attack during the transition process , where the ASCII of the letters are used as inputs to the network and the random numbers are used as outputs to the...
| Main Authors: | , |
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| Format: | Article |
| Language: | Arabic |
| Published: |
Mosul University
2010-12-01
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| Series: | Al-Rafidain Journal of Computer Sciences and Mathematics |
| Subjects: | |
| Online Access: | https://csmj.mosuljournals.com/article_163928_b64f4f594bcc7891fbbd9de34d9d51e7.pdf |
| _version_ | 1818142612720189440 |
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| author | Radwan Al-Jawadi Raid Al-Naima |
| author_facet | Radwan Al-Jawadi Raid Al-Naima |
| author_sort | Radwan Al-Jawadi |
| collection | DOAJ |
| description | This research aims in the first stage to built a cipher system using hybrid Genetic Algorithm with single layer Neural network to prevent any data attack during the transition process , where the ASCII of the letters are used as inputs to the network and the random numbers are used as outputs to the network , then the weights will be constructed after the network training .
In the second stage a decipher process is used to restore the ciphered data by using the inverse of the genetic neural network , where the inverse of weights is used as a key for the decryption process .
Stream cipher method is used to input the data in the network during the ciphering stage. This suggested technique attained 100% success.
All the ciphering and deciphering processes are built under MATLAB ver.(7) . |
| first_indexed | 2024-12-11T11:18:33Z |
| format | Article |
| id | doaj.art-466868d4317246d9815ee0c01fe1e4ed |
| institution | Directory Open Access Journal |
| issn | 1815-4816 2311-7990 |
| language | Arabic |
| last_indexed | 2024-12-11T11:18:33Z |
| publishDate | 2010-12-01 |
| publisher | Mosul University |
| record_format | Article |
| series | Al-Rafidain Journal of Computer Sciences and Mathematics |
| spelling | doaj.art-466868d4317246d9815ee0c01fe1e4ed2022-12-22T01:09:15ZaraMosul UniversityAl-Rafidain Journal of Computer Sciences and Mathematics1815-48162311-79902010-12-0173779010.33899/csmj.2010.163928163928Hybridization of Genetic Algorithm with Neural Networks to Cipher English TextsRadwan Al-Jawadi0Raid Al-Naima1Technical College University of MosulTechnical College University of MosulThis research aims in the first stage to built a cipher system using hybrid Genetic Algorithm with single layer Neural network to prevent any data attack during the transition process , where the ASCII of the letters are used as inputs to the network and the random numbers are used as outputs to the network , then the weights will be constructed after the network training . In the second stage a decipher process is used to restore the ciphered data by using the inverse of the genetic neural network , where the inverse of weights is used as a key for the decryption process . Stream cipher method is used to input the data in the network during the ciphering stage. This suggested technique attained 100% success. All the ciphering and deciphering processes are built under MATLAB ver.(7) .https://csmj.mosuljournals.com/article_163928_b64f4f594bcc7891fbbd9de34d9d51e7.pdfgenetic algorithmneural networksstream cipherenglish texts |
| spellingShingle | Radwan Al-Jawadi Raid Al-Naima Hybridization of Genetic Algorithm with Neural Networks to Cipher English Texts Al-Rafidain Journal of Computer Sciences and Mathematics genetic algorithm neural networks stream cipher english texts |
| title | Hybridization of Genetic Algorithm with Neural Networks to Cipher English Texts |
| title_full | Hybridization of Genetic Algorithm with Neural Networks to Cipher English Texts |
| title_fullStr | Hybridization of Genetic Algorithm with Neural Networks to Cipher English Texts |
| title_full_unstemmed | Hybridization of Genetic Algorithm with Neural Networks to Cipher English Texts |
| title_short | Hybridization of Genetic Algorithm with Neural Networks to Cipher English Texts |
| title_sort | hybridization of genetic algorithm with neural networks to cipher english texts |
| topic | genetic algorithm neural networks stream cipher english texts |
| url | https://csmj.mosuljournals.com/article_163928_b64f4f594bcc7891fbbd9de34d9d51e7.pdf |
| work_keys_str_mv | AT radwanaljawadi hybridizationofgeneticalgorithmwithneuralnetworkstocipherenglishtexts AT raidalnaima hybridizationofgeneticalgorithmwithneuralnetworkstocipherenglishtexts |