Intelligent Selection of Key Generation Methods in Cryptography via Classical Q-Learning

Rajaosolomanantena Haingonirina Ignace; Ravaliminoarimalalason Toky Basilide; Randimbindrainibe Falimanana

Intelligent Selection of Key Generation Methods in Cryptography via Classical Q-Learning

March 2024

Vol-10, Issue-2

Paper ID: 22710

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

Cognitive Sciences and Applications

Keywords

Q-learning Key generation Dynamic adaptability Cybersecurity Simulated attacks

Abstract

The study highlights the effectiveness of the Q-learning system in cryptographic key generation against simulated attacks. Its dynamic adaptability, adjusting strategies based on the type of attack, is noteworthy. The analysis shows that the system learns to counter threats by choosing specific key generation methods. The curves of Q-values illustrate the system's constant progression, especially for the "Dynamic Key Adaptation" strategy, emphasizing the proactive ability of Q-learning to adjust to attacks and enhance the security of digital exchanges.

License

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Author Information

#	Name	Institute / Affiliation
1	Rajaosolomanantena Haingonirina Ignace	University of Antananarivo
2	Ravaliminoarimalalason Toky Basilide	University of Antananarivo
3	Randimbindrainibe Falimanana	University of Antananarivo

How to Cite

Use the following formats to cite this article in your research.

APA Style

Ignace, Rajaosolomanantena Haingonirina, Basilide, Ravaliminoarimalalason Toky, & Falimanana, Randimbindrainibe (2024). Intelligent Selection of Key Generation Methods in Cryptography via Classical Q-Learning. International Journal of Advance Research and Innovative Ideas In Education, 10(2), 171-177.

MLA Style

Ignace, Rajaosolomanantena Haingonirina, et al. "Intelligent Selection of Key Generation Methods in Cryptography via Classical Q-Learning." International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 2, 2024, pp. 171-177.

IEEE Style

Rajaosolomanantena Haingonirina Ignace, Ravaliminoarimalalason Toky Basilide, and Randimbindrainibe Falimanana, "Intelligent Selection of Key Generation Methods in Cryptography via Classical Q-Learning," International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 2, pp. 171-177, 2024.

Vancouver Style

Ignace Rajaosolomanantena Haingonirina, Basilide Ravaliminoarimalalason Toky, Falimanana Randimbindrainibe. Intelligent Selection of Key Generation Methods in Cryptography via Classical Q-Learning. International Journal of Advance Research and Innovative Ideas In Education. 2024;10(2):171-177.

Harvard Style

Ignace, Rajaosolomanantena Haingonirina, Basilide, Ravaliminoarimalalason Toky, & Falimanana, Randimbindrainibe (2024) 'Intelligent Selection of Key Generation Methods in Cryptography via Classical Q-Learning', International Journal of Advance Research and Innovative Ideas In Education, 10(2), pp. 171-177.

Chicago Style

Ignace, Rajaosolomanantena Haingonirina, Ravaliminoarimalalason Toky Basilide, and Randimbindrainibe Falimanana. "Intelligent Selection of Key Generation Methods in Cryptography via Classical Q-Learning." International Journal of Advance Research and Innovative Ideas In Education 10, no. 2 (2024): 171-177.

Turabian Style

Ignace, Rajaosolomanantena Haingonirina, Ravaliminoarimalalason Toky Basilide, and Randimbindrainibe Falimanana. "Intelligent Selection of Key Generation Methods in Cryptography via Classical Q-Learning." International Journal of Advance Research and Innovative Ideas In Education 10, no. 2 (2024): 171-177.