A Hardware-Efficient Perturbation Method to the Digital Tent Map

Author:

Nardo Lucas1ORCID,Nepomuceno Erivelton2ORCID,Muñoz Daniel3,Butusov Denis4ORCID,Arias-Garcia Janier15ORCID

Affiliation:

1. Graduate Program in Electrical Engineering, Federal University of Minas Gerais, Belo Horizonte 31270901, Brazil

2. Center for Ocean Energy Research, Department of Electronic Engineering, Maynooth University, W23 F2K8 Maynooth, Ireland

3. Graduate Program in Mechatronic Systems, Department of Mechanical Engineering and Electronic Engineering, University of Brasília, Brasilia 70910900, Brazil

4. Computer-Aided Design Department, Saint Petersburg Electrotechnical University “LETI”, 197022 Saint Petersburg, Russia

5. Department of Electronic Engineering, Federal University of Minas Gerais, Belo Horizonte 31270901, Brazil

Abstract

Digital chaotic systems used in various applications such as signal processing, artificial intelligence, and communications often suffer from the issue of dynamical degradation. This paper proposes a solution to address this problem in the digital tent map. Our proposed method includes a simple and optimized hardware architecture, along with a hardware-efficient perturbation method, to create a high-performance computing system that retains its chaotic properties. We implemented our proposed architecture using an FPGA (Field-Programmable Gate Array) and the 1’s complement fixed-point format. Our results demonstrate that the implemented digital circuit reduces logical resource consumption compared to state-of-the-art references and exhibits pseudo-random nature, as confirmed by various statistical tests. We validated our proposed pseudo-random number generator in a hardware architecture for particle swarm optimization, demonstrating its effectiveness.

Funder

FAPEMIG

Coordination for the Improvement of Higher Education Personnel—Brazil

Brazilian Research Agencies, including CNPq

Russian Science Foundation

Publisher

MDPI AG

Subject

Electrical and Electronic Engineering,Computer Networks and Communications,Hardware and Architecture,Signal Processing,Control and Systems Engineering

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