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http://hdl.handle.net/10609/81610
Title: | Redes neuronales aplicadas al criptoanálisis del Advanced Encryption Standard |
Author: | Novas Otero, Pedro |
Tutor: | Isern, David |
Others: | Universitat Oberta de Catalunya Ventura, Carles |
Abstract: | This study will explore the application of neural networks to the cryptanalysis of the Advanced Encryption Standard algorithm. The proposed cryptanalysis consists of training a neural network with examples comprised of pairs of plaintexts and their respective cyphertexts, so that it can subsequently obtain the correct cyphertext having access only to the plaintext. The study shows learning capacity, albeit reduced, when the neural networks are tested against a reduced-round version of the algorithm. However, when the full-round version of the algorithm is used, the tests show randomness. Therefore, according to the results obtained, the proposed cryptanalysis cannot be considered an effective attack against the algorithm studied. |
Keywords: | convolutional neural network criptanalysis AES |
Document type: | info:eu-repo/semantics/bachelorThesis |
Issue Date: | 5-Jun-2018 |
Publication license: | http://creativecommons.org/licenses/by-nc-nd/3.0/es/ |
Appears in Collections: | Bachelor thesis, research projects, etc. |
Files in This Item:
File | Description | Size | Format | |
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pnovasTFG0618memoria.pdf | Memoria del TFG | 3,27 MB | Adobe PDF | View/Open |
pnovasTFG0618presentación.pdf | Presentación del TFG | 1,08 MB | Adobe PDF | View/Open |
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