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Year 2026 · Volume 7 · Issue 5
Original Article
Auditing a GA-Optimized Chaotic Key Generator: Reconciling Simulation and Hardware Results Before Further Extension
Shajeela Beegom B A1
Dr. Karthigai S2
1 2 Department of Computer Science, Vet Institute of Arts and Science (Co-Education) College, Tamil Nadu, India.
Published Online: September-October 2026
Pages: 20-23
Cite this article
↗ https://www.doi.org/10.59256/ijire.20260705004
References
1. B. A. Hameed and E. K. Gbashi, "A review of chaotic maps used for generating secure random keys," BIO Web of Conferences, vol. 97, art. 00070, 2024.
2. S. M. Sameh, H. El-Din Moustafa, E. H. AbdelHay, and M. M. Ata, "An effective chaotic maps image encryption based on metaheuristic optimizers," The Journal of Supercomputing, 2023.
3. Mir Nazish, M. Javid, and M. T. Banday, "Enhanced logistic map with infinite chaos and its applicability in lightweight and high-speed pseudo-random bit generation," Cybersecurity, vol. 8, art. 24, 2025.
4. M. Alawida, "Enhancing logistic chaotic map for improved cryptographic security in random number generation," Journal of Information Security and Applications, vol. 80, art. 103685, 2024.
5. Shajeela Beegom, B.A. and Karthigai, S., "Simulation-Based Performance Evaluation of a GA-Optimized Logistic Map for Lightweight Cryptographic Key Generation in IoT Systems," International Conference Proceedings, 2026.
6. Shajeela Beegom B A and Karthigai S, "Hardware Deployment and AES-256 Validation of a GA-Optimized Chaotic Logistic Map for Lightweight Cryptographic Key Generation on ESP32 IoT Devices," Conference3, 2026.
7. Z. Rahman, X. Yi, M. Billah, M. Sumi, and A. Anwar, "Enhancing AES Using Chaos and Logistic Map-Based Key Generation Technique for Securing IoT-Based Smart Home," Electronics, vol. 11, no. 7, art. 1083, 2022.
8. A. A. Mahdi and M. M. Hoobi, "Enhanced Key Generation Method Using Deep Q-Networks Algorithm with Chaotic Maps," Mesopotamian Journal of Cybersecurity, vol. 5, no. 3, pp. 927-952, 2025.
9. M. Garcia-Bosque, A. Perez-Resa, C. Sanchez-Azqueta, C. Aldea, and S. Celma, "Chaos-Based Bitwise Dynamical Pseudorandom Number Generator on FPGA," IEEE Transactions on Instrumentation and Measurement, vol. 68, no. 1, pp. 291-293, 2019.
10. T. K. Alshekly, E. A. AlBahrani, and L. Ben Ayed, "Code-Based Cryptography and Chaotic Maps as Pseudo-Random Bit Generator," Engineering, Technology & Applied Science Research, vol. 15, no. 6, pp. 29041-29048, 2025.
2. S. M. Sameh, H. El-Din Moustafa, E. H. AbdelHay, and M. M. Ata, "An effective chaotic maps image encryption based on metaheuristic optimizers," The Journal of Supercomputing, 2023.
3. Mir Nazish, M. Javid, and M. T. Banday, "Enhanced logistic map with infinite chaos and its applicability in lightweight and high-speed pseudo-random bit generation," Cybersecurity, vol. 8, art. 24, 2025.
4. M. Alawida, "Enhancing logistic chaotic map for improved cryptographic security in random number generation," Journal of Information Security and Applications, vol. 80, art. 103685, 2024.
5. Shajeela Beegom, B.A. and Karthigai, S., "Simulation-Based Performance Evaluation of a GA-Optimized Logistic Map for Lightweight Cryptographic Key Generation in IoT Systems," International Conference Proceedings, 2026.
6. Shajeela Beegom B A and Karthigai S, "Hardware Deployment and AES-256 Validation of a GA-Optimized Chaotic Logistic Map for Lightweight Cryptographic Key Generation on ESP32 IoT Devices," Conference3, 2026.
7. Z. Rahman, X. Yi, M. Billah, M. Sumi, and A. Anwar, "Enhancing AES Using Chaos and Logistic Map-Based Key Generation Technique for Securing IoT-Based Smart Home," Electronics, vol. 11, no. 7, art. 1083, 2022.
8. A. A. Mahdi and M. M. Hoobi, "Enhanced Key Generation Method Using Deep Q-Networks Algorithm with Chaotic Maps," Mesopotamian Journal of Cybersecurity, vol. 5, no. 3, pp. 927-952, 2025.
9. M. Garcia-Bosque, A. Perez-Resa, C. Sanchez-Azqueta, C. Aldea, and S. Celma, "Chaos-Based Bitwise Dynamical Pseudorandom Number Generator on FPGA," IEEE Transactions on Instrumentation and Measurement, vol. 68, no. 1, pp. 291-293, 2019.
10. T. K. Alshekly, E. A. AlBahrani, and L. Ben Ayed, "Code-Based Cryptography and Chaotic Maps as Pseudo-Random Bit Generator," Engineering, Technology & Applied Science Research, vol. 15, no. 6, pp. 29041-29048, 2025.
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