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Breaking Data Encryption Standard with a Reduced Number of Rounds Using Metaheuristics Differential Cryptanalysis
Kamil Dworak1, Urszula Boryczka1
1Faculty of Science and Technology, University of Silesia in Katowice, Będzińska 39, 41-200 Sosnowiec, Poland.
This study introduces a novel metaheuristic attack combining differential cryptanalysis (DC) and memetic algorithms (MA) with simulated annealing (SA) to efficiently guess Data Encryption Standard (DES) subkeys. The MASA approach significantly reduces the search space for faster cryptanalysis.
Area of Science:
- Cryptography
- Computer Science
- Artificial Intelligence
Background:
- Traditional cryptanalysis methods face challenges with complex encryption algorithms.
- Metaheuristic algorithms offer potential for optimizing cryptanalytic attacks.
- Differential cryptanalysis (DC) is a powerful technique for analyzing block ciphers.
Purpose of the Study:
- To develop and evaluate a novel metaheuristic cryptanalytic attack combining differential cryptanalysis and memetic algorithms.
- To assess the efficiency of the proposed attack against the reduced Data Encryption Standard (DES).
- To compare the performance of the new attack with existing metaheuristic and classical cryptanalytic methods.
Main Methods:
- Implementation of a memetic algorithm with simulated annealing (MASA) for enhanced local search.
- Application of differential cryptanalysis (DC) to target the last subkey of a reduced-round DES.
- Verification of the MASA attack on ciphertexts generated using a six-round DES.
- Comparative analysis of MASA against Genetic Algorithm (NGA) and classical DC attacks regarding time and memory consumption.
- Investigation of the entropy of MASA and NGA attacks.
Main Results:
- The MASA attack successfully targets the last encryption subkey of the reduced DES.
- The proposed approach significantly reduces the search space by automatically rejecting suboptimal solutions.
- MASA demonstrates competitive or superior performance compared to NGA and classical DC in terms of time and memory efficiency.
- The study provides insights into the entropy characteristics of the MASA and NGA attacks.
Conclusions:
- The developed MASA attack presents an effective and efficient method for cryptanalysis of symmetric-key algorithms like DES.
- Metaheuristic approaches, particularly MASA, offer a promising direction for advancing cryptanalytic capabilities.
- The findings contribute to the understanding of cryptanalytic attack complexities and the optimization of search strategies in cryptography.
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