基于物联网的边缘计算系统中具有批量到达的有限排队系统的瞬态分析

Shensheng Tang
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引用次数: 0

摘要

排队模型可用于决定提供高质量服务所需的资源。本文研究了基于物联网的边缘计算系统中具有批量到达的有限容量单服务器排队模型。利用常微分方程技术对模型进行了暂态分析,并利用一组递推系数导出了系统的暂态解析解。从这里解出稳态概率。然后,导出了一些感兴趣的性能指标以及数值结果。虽然本文是从基于物联网的边缘计算平台出发,但所提出的系统建模和分析方法可以扩展到更一般的情况,如电信、制造、交通等与人们日常生活密切相关的许多领域。
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Transient Analysis of a Finite Queueing System with Bulk Arrivals in IoT-Based Edge Computing Systems
Queueing models can be used for making decisions about the resources required to provide high quality service. In this paper, a finite capacity single server queueing model with bulk arrivals is studied in IoT-based edge computing systems. The transient analysis of the model is carried out and the transient analytical solution to the system is derived with a group of recursive coefficients by using the ordinary differential equations (ODEs) technique. From which the steady-state probabilities are solved. Then, some performance metrics of interest are derived along with numerical results. Although the paper is initiated from the IoT based edge computing platform, the proposed system modeling and analysis method can be extended to more general situations such as telecommunication, manufacturing, transportation, and many other areas that are closely related to people’s daily lives.
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