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: | , |
---|---|
Format: | Article |
Language: | Arabic |
Published: |
Mosul University
2010-12-01
|
Series: | Al-Rafidain Journal of Computer Sciences and Mathematics |
Subjects: | |
Online Access: | https://csmj.mosuljournals.com/article_163928_b64f4f594bcc7891fbbd9de34d9d51e7.pdf |
id |
doaj-466868d4317246d9815ee0c01fe1e4ed |
---|---|
record_format |
Article |
spelling |
doaj-466868d4317246d9815ee0c01fe1e4ed2020-11-25T03:59:38ZaraMosul UniversityAl-Rafidain Journal of Computer Sciences and Mathematics 1815-48162311-79902010-12-0173779010.33899/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 |
collection |
DOAJ |
language |
Arabic |
format |
Article |
sources |
DOAJ |
author |
Radwan Al-Jawadi Raid Al-Naima |
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 |
author_facet |
Radwan Al-Jawadi Raid Al-Naima |
author_sort |
Radwan Al-Jawadi |
title |
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_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_sort |
hybridization of genetic algorithm with neural networks to cipher english texts |
publisher |
Mosul University |
series |
Al-Rafidain Journal of Computer Sciences and Mathematics |
issn |
1815-4816 2311-7990 |
publishDate |
2010-12-01 |
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) . |
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 |
_version_ |
1724453684422639616 |