物联网设备的简单链自动机随机数生成器

IF 0.4 4区 计算机科学 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS Acta Informatica Pub Date : 2023-06-08 DOI:10.1007/s00236-023-00440-w
Pál Dömösi, Géza Horváth, Norbert Tihanyi
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引用次数: 0

摘要

随机数在计算机科学的许多领域都非常重要。仅使用基本的算术运算生成高质量的随机数是具有挑战性的,特别是对于硬件功能有限的设备,例如物联网(IoT)设备。本文提出了一种新的基于抽象自动机组合的伪随机数生成器——简单链自动机随机数生成器(SCARNG)。该算法的主要优点是结构简单,可以很容易地实现非常低计算能力的物联网系统,fpga或GPU硬件。生成的随机数展示了有希望的统计行为,并满足NIST统计套件的要求,突出了SCARNG在实际应用中的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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Simple chain automaton random number generator for IoT devices

Random numbers are very important in many fields of computer science. Generating high-quality random numbers using only basic arithmetic operations is challenging, especially for devices with limited hardware capabilities, such as Internet of Things (IoT) devices. In this paper, we present a novel pseudorandom number generator, the simple chain automaton random number generator (SCARNG), based on compositions of abstract automata. The main advantage of the presented algorithm is its simple structure that can be implemented easily for very low computing capacity IoT systems, FPGAs or GPU hardware. The generated random numbers demonstrate promising statistical behavior and satisfy the NIST statistical suite requirements, highlighting the potential of the SCARNG for practical applications.

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来源期刊
Acta Informatica
Acta Informatica 工程技术-计算机:信息系统
CiteScore
2.40
自引率
16.70%
发文量
24
审稿时长
>12 weeks
期刊介绍: Acta Informatica provides international dissemination of articles on formal methods for the design and analysis of programs, computing systems and information structures, as well as related fields of Theoretical Computer Science such as Automata Theory, Logic in Computer Science, and Algorithmics. Topics of interest include: • semantics of programming languages • models and modeling languages for concurrent, distributed, reactive and mobile systems • models and modeling languages for timed, hybrid and probabilistic systems • specification, program analysis and verification • model checking and theorem proving • modal, temporal, first- and higher-order logics, and their variants • constraint logic, SAT/SMT-solving techniques • theoretical aspects of databases, semi-structured data and finite model theory • theoretical aspects of artificial intelligence, knowledge representation, description logic • automata theory, formal languages, term and graph rewriting • game-based models, synthesis • type theory, typed calculi • algebraic, coalgebraic and categorical methods • formal aspects of performance, dependability and reliability analysis • foundations of information and network security • parallel, distributed and randomized algorithms • design and analysis of algorithms • foundations of network and communication protocols.
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