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...

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Bibliographic Details
Main Authors: Radwan Al-Jawadi, Raid Al-Naima
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
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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
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