• Title/Summary/Keyword: Random Number Generators

Search Result 26, Processing Time 0.027 seconds

Energy-Efficiency Evaluation of Low-Power Random Number Generators (저전력을 소모하는 난수발생기의 성능 평가)

  • 윤정민;김지홍;김진효
    • The Korean Journal of Applied Statistics
    • /
    • v.16 no.2
    • /
    • pp.427-440
    • /
    • 2003
  • Many mobile applications, such as games, security software and mathematical applications, use a random number generator(RNG). Since mobile devices operate under a limited battery capacity, the low energy consumption is one of key system requirements. For mobile applications based on an RNG, it is important to use low-power RNGs. In this article, we evaluate the energy efficiency of several well-known RNG algorithms and suggest guidelines for selecting RNGs suitable for mobile application.

Methodology to Verify the Unpredictability of True Random Number Generators (실난수 발생기 통계적 예측 불가능성 확인 방법)

  • Moon-Seok Kim;Seung-Bae Jeon
    • Convergence Security Journal
    • /
    • v.24 no.2
    • /
    • pp.123-132
    • /
    • 2024
  • In the era of the Internet of Things, 7 billion diverse devices have been interconnected worldwide. Ensuring information security across these varied devices is crucial in this hyper-connected age. To achieve essential security functions such as confidentiality, integrity, and authentication, it is imperative to implement true random number generators (TRNGs). Therefore, this study proposes a method to rapidly characterize the randomness of TRNGs. While there are international standards for formally characterizing the randomness of TRNGs, adhering to these standards often requires significant time and resources. This study aims to help TRNG developers enhance efficiency in both time and cost by characterizing rough randomness and unpredictability. Firstly, we propose applying auto-correlation and cross-correlation metrics for analog signals. Secondly, we suggest adopting joint entropy and mutual information metrics for digital signals.

Applications of ergodic theory to pseudorandom numbers

  • Choe, Geon-Ho;Kim, Chihurn -Choe;Kim, Dong-Han -Choe
    • Bulletin of the Korean Mathematical Society
    • /
    • v.35 no.1
    • /
    • pp.173-187
    • /
    • 1998
  • Several aspects of pseudorandom number generators are investigated from the viewpoint of ergodic theory. An algorithm of generating pseudorandom numbers proposed and shown to behave reasonably well.

  • PDF

A Study on the Establishment of Entropy Source Model Using Quantum Characteristic-Based Chips (양자 특성 기반 칩을 활용한 엔트로피 소스 모델 수립 방법에 관한 연구)

  • Kim, Dae-Hyung;Kim, Jubin;Ji, Dong-Hwa
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
    • /
    • 2021.10a
    • /
    • pp.140-142
    • /
    • 2021
  • Mobile communication technology after 5th generation requires high speed, hyper-connection, and low latency communication. In order to meet technical requirements for secure hyper-connectivity, low-spec IoT devices that are considered the end of IoT services must also be able to provide the same level of security as high-spec servers. For the purpose of performing these security functions, it is required for cryptographic keys to have the necessary degree of stability in cryptographic algorithms. Cryptographic keys are usually generated from cryptographic random number generators. At this time, good noise sources are needed to generate random numbers, and hardware random number generators such as TRNG are used because it is difficult for the low-spec device environment to obtain sufficient noise sources. In this paper we used the chip which is based on quantum characteristics where the decay of radioactive isotopes is unpredictable, and we presented a variety of methods (TRNG) obtaining an entropy source in the form of binary-bit series. In addition, we conducted the NIST SP 800-90B test for the entropy of output values generated by each TRNG to compare the amount of entropy with each method.

  • PDF

Design and Analysis of Efficient Parallel Hardware Prime Generators

  • Kim, Dong Kyue;Choi, Piljoo;Lee, Mun-Kyu;Park, Heejin
    • JSTS:Journal of Semiconductor Technology and Science
    • /
    • v.16 no.5
    • /
    • pp.564-581
    • /
    • 2016
  • We present an efficient hardware prime generator that generates a prime p by combining trial division and Fermat test in parallel. Since the execution time of this parallel combination is greatly influenced by the number k of the smallest odd primes used in the trial division, it is important to determine the optimal k to create the fastest parallel combination. We present probabilistic analysis to determine the optimal k and to estimate the expected running time for the parallel combination. Our analysis is conducted in two stages. First, we roughly narrow the range of optimal k by using the expected values for the random variables used in the analysis. Second, we precisely determine the optimal k by using the exact probability distribution of the random variables. Our experiments show that the optimal k and the expected running time determined by our analysis are precise and accurate. Furthermore, we generalize our analysis and propose a guideline for a designer of a hardware prime generator to determine the optimal k by simply calculating the ratio of M to D, where M and D are the measured running times of a modular multiplication and an integer division, respectively.

Synthesis of Symmetric 1-D 5-neighborhood CA using Krylov Matrix (Krylov 행렬을 이용한 대칭 1차원 5-이웃 CA의 합성)

  • Cho, Sung-Jin;Kim, Han-Doo;Choi, Un-Sook;Kang, Sung-Won
    • The Journal of the Korea institute of electronic communication sciences
    • /
    • v.15 no.6
    • /
    • pp.1105-1112
    • /
    • 2020
  • One-dimensional 3-neighborhood Cellular Automata (CA)-based pseudo-random number generators are widely applied in generating test patterns to evaluate system performance and generating key sequence generators in cryptographic systems. In this paper, in order to design a CA-based key sequence generator that can generate more complex and confusing sequences, we study a one-dimensional symmetric 5-neighborhood CA that expands to five neighbors affecting the state transition of each cell. In particular, we propose an n-cell one-dimensional symmetric 5-neighborhood CA synthesis algorithm using the algebraic method that uses the Krylov matrix and the one-dimensional 90/150 CA synthesis algorithm proposed by Cho et al. [6].

A Study on a Binary Random Sequence Generator with Two Characteristic Polynomials (두개의 특성 다항식으로 구성된 이진 난수열 발생기에 관한 연구)

  • 김대엽;주학수;임종인
    • Journal of the Korea Institute of Information Security & Cryptology
    • /
    • v.12 no.3
    • /
    • pp.77-85
    • /
    • 2002
  • A Research of binary random sequence generator that uses a linear shift register had been studied since the 1970s. These generators were used in stream cipher. In general, the binary random sequence generator consists of linear shift registers that generate sequences of maximum period and a nonlinear filter function or a nonlinear combination function to generate a sequence of high linear complexity. Therefore, To generate a sequence that have long period as well as high linear complexity becomes an important factor to estimate safety of stream cipher. Usually, the maximum period of the sequence generated by a linear feedback shift register with L resistors is less than or equal to $2^L$-1. In this paper, we propose new binary random sequence generator that consist of L registers and 2 sub-characteristic polynomials. According to an initial state vector, the least period of the sequence generated by the proposed generator is equal to or ions than it of the sequence created by the general linear feedback shift register, and its linear complexity is increased too.

Implementation of Fortran and C Libraries for Statistical computing (통계계산을 위한 Fortran과 C라이브러리의 구현)

  • 신봉섭;박춘성
    • Journal of the Korea Society of Computer and Information
    • /
    • v.4 no.2
    • /
    • pp.113-119
    • /
    • 1999
  • In this thesis Fortran and C Libraries are implemented and applied to the real situation of statistical simulation. They contain the routines of random number generators and for various statistical distributions which often used in stochastic simulation. They also contain the routines for calculating probabilities and upper quantiles of various statistical distributions Each routine of them was tested by the various procedures and proved to be very stable

  • PDF

ALGORITHMS FOR GENERATING NONLINEAR COMBINERS WITH GIVEN CONDITIONS

  • Rhee, Min-Surp;Shin, Hyun-Yong;Jun, Youn-Bae
    • Journal of applied mathematics & informatics
    • /
    • v.7 no.1
    • /
    • pp.269-278
    • /
    • 2000
  • A Boolean function generates a binary sequence which is frequently used in a stream cipher. There are number of critical concepts which a Boolean function, as a key stream generator in a stream cipher, satisfies. These are nonlinearity, correlation immunity, balancedness, SAC(strictly avalanche criterion), PC(propagation criterion) and so on. In this paper, we present the algorithms for generating random nonlinear combining functions satisfying given correlation immune order and nonlinearity. These constructions can be applied for designing the key stream generators. We use Microsoft Visual C++6.0 for our program.

A DEVANEY-CHAOTIC MAP WITH POSITIVE ENTROPY ON A SYMBOLIC SPACE

  • Ramesh, Shankar Bangalore;Vasu, Chetana Urva
    • Communications of the Korean Mathematical Society
    • /
    • v.34 no.3
    • /
    • pp.967-979
    • /
    • 2019
  • Chaotic dynamical systems, preferably on a Cantor-like space with some arithmetic operations are considered as good pseudo-random number generators. There are many definitions of chaos, of which Devaney-chaos and pos itive topological entropy seem to be the strongest. Let $A=\{0,1,{\dots},p-1\}$. We define a continuous map on $A^{\mathbb{Z}}$ using addition with a carry, in combination with the shift map. We show that this map gives rise to a dynamical system with positive entropy, which is also Devaney-chaotic: i.e., it is transitive, sensitive and has a dense set of periodic points.