Study of the probabilistic and temporal characteristics of wireless networks using the CSMA/CA access method

А. S. Leontyev, D. V. Zhmatov
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Abstract

Objectives. The aim of this study is to develop analytical methods to evaluate the probabilistic and temporal characteristics and performance of wireless networks using the CSMA/CA access method. These methods enable the process of selecting rational operating modes to be automated and the impact of collisions in networks implementing the 802.11 protocols to be reduced.Methods. The methods employed herein include reliability theory, theory of random processes, queuing theory, and the Laplace–Stieltjes transform.Results. A problem statement is presented and developed, along with an analytical method for evaluating the probabilistic and temporal characteristics and performance of wireless networks using the CSMA/CA access method. This method considers time constraints on information transmission, thus expanding the applicability of previously proposed analytical approaches for studying Ethernet local area networks. The analysis of networks that use the CSMA/CA access method was carried out. An original mathematical model was developed that allows evaluating various characteristics of packet transmission processes in wireless networks under time constraints on the transmission. These characteristics include latency, packet transfer time, node load, and network performance. A software package was developed to simplify the analysis and evaluation of various operation modes of wireless networks using the CSMA/CA access method.Conclusions. We demonstrate the need for developing nested analytical models describing packet transmission processes in wireless networks under time constraints on link-layer transmission. This implies the development of more complex models for more exact description of packet transmission processes in such networks. The software package developed herein enables the various options for the functioning of the network to be studied and analytical calculations to be performed. Calculations were carried out, in order to assess the probabilistic and temporal characteristics of packet transmission processes and the wireless network performance. The research involved varying the number of workstations and the intensity of packet flows entering the network nodes under the time constraint on packet transmission. The application of the developed mathematical models will be useful in creating and optimizing wireless networks such as Wi-Fi networks, networks based on the IEEE 802.11 standard, and other data transmission systems using the CSMA/CA access method. Such models and the analysis based on them will be useful in optimizing network performance, adjusting parameters, as well as selecting the capacity and configuration of wireless networks.
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使用 CSMA/CA 接入方法研究无线网络的概率和时间特性
研究目的本研究旨在开发分析方法,以评估使用 CSMA/CA 接入方法的无线网络的概率和时间特性及性能。通过这些方法,可以自动选择合理的运行模式,并减少 802.11 协议网络中碰撞的影响。本文采用的方法包括可靠性理论、随机过程理论、队列理论和拉普拉斯-斯蒂尔杰斯变换。本文提出并开发了一个问题陈述以及一种分析方法,用于评估使用 CSMA/CA 接入方法的无线网络的概率和时间特性及性能。该方法考虑了信息传输的时间限制,从而扩大了以前提出的以太网局域网分析方法的适用范围。对使用 CSMA/CA 接入方法的网络进行了分析。我们建立了一个独创的数学模型,可以评估无线网络中数据包传输过程在传输时间限制下的各种特征。这些特征包括延迟、数据包传输时间、节点负载和网络性能。我们还开发了一个软件包,以简化对使用 CSMA/CA 接入方法的无线网络各种运行模式的分析和评估。我们证明了在链路层传输时间受限的情况下,开发嵌套分析模型描述无线网络中数据包传输过程的必要性。这意味着需要开发更复杂的模型,以更精确地描述此类网络中的数据包传输过程。本文开发的软件包可以研究网络运行的各种选项,并进行分析计算。计算的目的是评估数据包传输过程的概率和时间特性以及无线网络的性能。研究涉及在数据包传输的时间限制下,改变工作站的数量和进入网络节点的数据包流量强度。应用所开发的数学模型将有助于创建和优化无线网络,如 Wi-Fi 网络、基于 IEEE 802.11 标准的网络和其他使用 CSMA/CA 接入方法的数据传输系统。这些模型和基于模型的分析将有助于优化网络性能、调整参数以及选择无线网络的容量和配置。
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