Benchmarking Various 1D Chaotic Maps For Lightweight Pseudo-Random Number Generation
Küçük Resim Yok
Tarih
2024
Yazarlar
Dergi Başlığı
Dergi ISSN
Cilt Başlığı
Yayıncı
Institute of Electrical and Electronics Engineers Inc.
Erişim Hakkı
info:eu-repo/semantics/closedAccess
Özet
This study comparatively analyzes the performance of various one-dimensional (1D) chaotic maps for Internet of Things (IoT) devices and resource-constrained environments using a lightweight Pseudo Random Number Generator (PSRNG). The research aims to determine the most suitable 1D chaotic map for IoT devices and image encryption applications. The study tested and evaluated nine different chaotic maps such as Logistic Map, ID ILM, ID IQM, Tent Map, Sine Map, Gauss Map, Circle Map, Chebyshev Map and Quadratic Map using the NIST-SP800-22R1A statistical test suite. Five out of the nine chaotic maps (1D IQM, 1D ILM, Sine Map, Gauss Map, and Chebyshev Map) successfully passed all the statistical tests. Regarding security, 1D IQM, 1D ILM, and Gauss Map were found to be resistant to both brute-force attacks and quantum attacks. According to the execution time tests, Sine Map has the fastest execution time but does not provide quantum resistance. Among the quantum-resistant maps, Gauss Map showed the quickest performance. It is concluded that Gauss Map can be a good option for applications requiring secure and efficient random number generation, especially for IoT devices and other resource-constrained environments. This study guides IoT developers and cryptography experts to develop random number generation solutions that meet high-security standards in resource-constrained environments. © 2024 IEEE.
Açıklama
8th International Artificial Intelligence and Data Processing Symposium, IDAP 2024 -- 21 September 2024 through 22 September 2024 -- Malatya -- 203423
Anahtar Kelimeler
Chaotic Maps, IoT Security, Lightweight Pseudo Random Number Generator, Quantum Resistant Cryptography
Kaynak
8th International Artificial Intelligence and Data Processing Symposium, IDAP 2024
WoS Q Değeri
Scopus Q Değeri
N/A
