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Survivability analysis of a two-tier infrastructure-based wireless network

机译:基于基础架构的两层无线网络的生存能力分析

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摘要

Network design and operation of a mobile network infrastructure, especially its base stations, need to consider survivability as a fundamental requirement. Quantifiable approaches to survivability analysis of such infrastructures are crucial. The objective of this paper is to propose a model for quantification of the survivability of a two-tier infrastructure-based wireless network subject to massive failures, caused by e.g. natural disasters, common mode hardware and software failures, and security attacks. We use a Markov modelling approach to analyze the transient behavior of the recovery phases of a two-tier infrastructure based wireless network. In order to take location information of base stations into consideration, the spatial average network performance is estimated by means of a stochastic geometry based approach. In order to avoid state space explosion while addressing large networks, an approximate product-form analysis approach is also presented, where the two base stations tiers are decoupled such that their survivability analysis can be studied independently. The assumptions used in the proposed models, including Poisson point process and product-form decomposition, are validated on real data. Numerical experiments are also performed to investigate the approximation accuracy and computational efficiency of the product-form analysis approach, as well as to examine the effects of different parameters on the network's survivability. The results show that the approximate product-form approach has reasonably good accuracy and is suitable for analysis of large size networks. (C) 2017 Elsevier B.V. All rights reserved.
机译:移动网络基础结构(尤其是其基站)的网络设计和操作需要将生存能力作为基本要求。此类基础设施的生存能力分析的量化方法至关重要。本文的目的是提出一种模型,该模型可对基于大规模故障(例如由于网络故障)引起的基于两层基础架构的无线网络的生存能力进行量化。自然灾害,共模硬件和软件故障以及安全攻击。我们使用马尔可夫建模方法来分析基于两层基础架构的无线网络恢复阶段的瞬态行为。为了考虑基站的位置信息,借助于基于随机几何的方法来估计空间平均网络性能。为了避免在处理大型网络时出现状态空间爆炸,还提出了一种近似的产品形式分析方法,其中将两个基站层解耦,以便可以独立研究其生存能力分析。在实际数据中验证了所提出模型中使用的假设,包括泊松点过程和产品形式分解。还进行了数值实验,以研究产品形式分析方法的近似精度和计算效率,以及检查不同参数对网络生存能力的影响。结果表明,近似产品形式方法具有相当好的精度,适合于大型网络的分析。 (C)2017 Elsevier B.V.保留所有权利。

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