A RECURSIVE VARIANCE-REDUCTION ALGORITHM FOR ESTIMATING COMMUNICATION-NETWORK RELIABILITY

被引:32
|
作者
CANCELA, H
ELKHADIRI, M
机构
[1] University of Uruguay, Montevideo
[2] Saint-Nazaire Institute of Technology, Saint-Nazaire
关键词
NETWORK RELIABILITY; MONTE CARLO METHOD; VARIANCE REDUCTION;
D O I
10.1109/24.475978
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In evaluating the capacity of a communication network architecture to resist possible faults of some of its components, several reliability metrics are used, This paper considers the K-terminal unreliability measure. The exact evaluation of this parameter is, in general, very costly since it is in the NP-hard family. An alternative to exact evaluation is to estimate it using Monte Carlo simulation, For highly reliable networks, the crude Monte Carlo technique is prohibitively expensive; thus variance reduction techniques must be used, We propose a recursive variance-reduction Monte-Carlo scheme (RVR-MC) specifically designed for this problem. RVR-MC is recursive, changing the original problem into the unreliability evaluation problem for smaller networks, When all resulting systems are either up or down independently of components state the process terminates. Simulation results are given for a well-known test topology. The speedups obtained by RVR-MC with respect to crude Monte Carlo are calculated for various values of component unreliability. These results are compared to previously published results for five other methods (bounds, sequential construction, dagger sampling,failure sets, and merge process) showing the value of RVR-MC.
引用
收藏
页码:595 / 602
页数:8
相关论文
共 50 条
  • [31] Genetic Algorithm-based Reliability of Computer Communication Network
    He, Yifeng
    Zhang, Rui
    Ye, Nan
    IETE JOURNAL OF RESEARCH, 2022,
  • [32] A simulation algorithm for source-terminal communication network reliability
    Cancela, H
    ElKhadiri, M
    PROCEEDINGS OF THE 29TH ANNUAL SIMULATION SYMPOSIUM, 1996, : 155 - 161
  • [33] A Greedy Algorithm in WSNs for Maximum Network Lifetime and Communication Reliability
    Lin, Kuei-Ying
    Wang, Pi-Chung
    Hong, Tzung-Pei
    2015 IEEE 12TH INTERNATIONAL CONFERENCE ON NETWORKING, SENSING AND CONTROL (ICNSC), 2015, : 87 - 92
  • [34] CAPACITY RELIABILITY ALGORITHM IN COMMUNICATION NETWORK BASED ON THE SHORTEST DELAY
    Lee Dongpeng
    Huang Ning
    Liu Zhao
    2014 4TH IEEE INTERNATIONAL CONFERENCE ON NETWORK INFRASTRUCTURE AND DIGITAL CONTENT (IEEE IC-NIDC), 2014, : 430 - 434
  • [35] A NEW ALGORITHM FOR THE RELIABILITY EVALUATION OF COMPUTER-COMMUNICATION NETWORK
    XU, WX
    LIN, XL
    MICROELECTRONICS RELIABILITY, 1986, 26 (06) : 1013 - 1017
  • [36] Sensor Network Scheduling Algorithm Considering Estimation Error Variance and Communication Energy
    Takeda, Takashi
    Namerikawa, Toru
    2010 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS, 2010, : 434 - 439
  • [37] Formulas for Estimating the Reliability of Dynamic Info-Communication Network with Dependent Components
    Shaptsev, V. A.
    2017 XI INTERNATIONAL IEEE SCIENTIFIC AND TECHNICAL CONFERENCE DYNAMICS OF SYSTEMS, MECHANISMS AND MACHINES (DYNAMICS), 2017,
  • [38] A Communication-efficient Linearly Convergent Algorithm with Variance Reduction for Distributed Stochastic Optimization
    Lei, Jinlong
    Yi, Peng
    Chen, Jie
    Hong, Yiguang
    2020 EUROPEAN CONTROL CONFERENCE (ECC 2020), 2020, : 1250 - 1255
  • [39] Application of Genetic Algorithm in Cellular Network Reliability of Dead Spots Communication
    Zhang, Ying
    Li, Miao
    Wang, Fengjun
    CONFERENCE ON WEB BASED BUSINESS MANAGEMENT, VOLS 1-2, 2010, : 881 - +
  • [40] Reliability analysis and optimization of computer communication network based on genetic algorithm
    Song, Bihui
    INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS, 2022, 35 (05)