A Pseudo Random Number Generator Based on 4D Hyperchaotic Systems, Riddled Basins of Attraction and Advanced Microfluidic Technology
Document Type
Conference Item
Publication Date
1-1-2024
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.
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
Divisions
Computer
Funders
Universiti Malaya (RMFI2067-2021)
Volume
14815
Publisher
SPRINGER INTERNATIONAL PUBLISHING AG
Publisher Location
GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND
Event Title
Computational Science and Its Applications-ICCSA 2024 Workshops, Pt I
Event Location
Hanoi, VIETNAM
Event Dates
1-4 July 2024
Event Type
workshop
Additional Information
24th International Conference on Computational Science and Its Applications (ICCSA), Hanoi, VIETNAM, JUL 01-04, 2024