Alwan, Nawres A. and Obaiys, Suzan J. and Al-Saidi, Nadia M. G. and Noor, Nurul Fazmidar Mohd and Karaca, Yeliz (2024) A Pseudo Random Number Generator Based on 4D Hyperchaotic Systems, Riddled Basins of Attraction and Advanced Microfluidic Technology. In: Computational Science and Its Applications-ICCSA 2024 Workshops, Pt I, 1-4 July 2024, Hanoi, VIETNAM.
Full text not available from this repository.Abstract
A pseudo random number generator (PRNG), also referred to as a deterministic random bit generator (DRGB) is an algorithm utilized to generate a sequence of numbers which have approximate properties pertaining to those of sequences in random numbers. The current PRNGs can be exemplified as linear congruence generators, inverse congruence generators as well as PRNGs that are based on chaotic systems which have benefits like pseudorandom behavior, sensitivity to initial conditions, ergodicity and high complexity. Accordingly, this paper presents a new mode of PRNG sequences by combining microfluidic (MF) techniques with hyper-chaotic systems of n-dimension. The proposed system offers complex behavior, wide distribution, and plausible ergodicity. This interdisciplinary technique combines engineering, physics, and mathematics to create a random sequence. The mixture of the four outcome sequences generated from the 4 dimensions (4D) hyperchaotic system and the Fisher-Yates Shuffle algorithm is used to generate the PRNG. The algorithmic process is designed to rearrange the sequence elements in a random order. Statistical analysis of the NIST test, key sensitivity, auto-correlation and cross-correlation, and entropy are also presented that play a significant role in demonstrating the PRNG methods.
| Item Type: | Conference or Workshop Item (Paper) |
|---|---|
| Funders: | Universiti Malaya (RMFI2067-2021) |
| Additional Information: | 24th International Conference on Computational Science and Its Applications (ICCSA), Hanoi, VIETNAM, JUL 01-04, 2024 |
| Uncontrolled Keywords: | Hyperchaotic; Chaos; Pseudo Random Number Generator (PRNG); Randomness analysis; Microfluidic; Auto-correlation and cross-correlation tests; Entropy; Permutation entropy; Fisher-Yates Shuffle algorithm; Riddled basins of attraction; Chaotic systems; Fixed point analysis; Conservation system; Bifurcation diagrams of systems |
| Subjects: | Q Science > QA Mathematics > QA75 Electronic computers. Computer science |
| Divisions: | Faculty of Computer Science & Information Technology > Department of Computer System & Technology |
| Depositing User: | Ms. Juhaida Abd Rahim |
| Date Deposited: | 20 Jan 2025 03:33 |
| Last Modified: | 20 Jan 2025 03:33 |
| URI: | http://eprints.um.edu.my/id/eprint/47630 |
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