Title :
On auto-correlation properties of random bit sequences by post-processing based on chaos theory
Author :
Morikawa, Kota ; Tsuneda, Akio
Author_Institution :
Dept. of Comput. Sci. & Electr. Eng., Kumamoto Univ., Kumamoto, Japan
Abstract :
In Monte Carlo simulations, not only uncorrelated random sequences but also correlated ones are useful for simulating various kinds of stochastic phenomena. In this paper, we propose a simple post-processing method to generate aperiodic random bit sequences with prescribed (positive/negative) auto-correlations based on linear feedback shift registers (LFSRs) which realize the Bernoulli map with finite bits. By numerical experiments, we investigate some statistical properties of the random bit sequences generated by using the proposed post-processing.
Keywords :
Monte Carlo methods; chaos; correlation methods; random sequences; shift registers; stochastic processes; LFSR; Monte Carlo simulations; aperiodic random bit sequences; auto-correlation properties; chaos theory; finite bit Bernoulli map; linear feedback shift registers; postprocessing method; statistical properties; stochastic phenomena; uncorrelated random sequences; Chaotic communication; Correlation; Generators; Linear feedback shift registers; Monte Carlo methods; Random sequences;
Conference_Titel :
Communications and Information Technologies (ISCIT), 2014 14th International Symposium on
Conference_Location :
Incheon
DOI :
10.1109/ISCIT.2014.7011879