Erlang Model for Multi-Type Data Flow

IF 4.4 3区 计算机科学 Q2 TELECOMMUNICATIONS
Liuquan Yao;Pei Yang;Zhichao Liu;Wenyan Li;Jianghua Liu;Zhi-Ming Ma
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引用次数: 0

Abstract

The well-known Erlang teletraffic models were estimated to guild the infrastructure construction in communication societies for stable data requirements. However, with the development of information technology, requirements for data flow have become diverse. Particularly, when multi-type data flow (MDF) is used, games, videos, calls, etc. are all requirements. Thus, there may be a constant switch between these requirements, and also multi-type requirements at the same time. Consequently, the demands of users change over time, which prevents the traditional teletraffic analysis from being applied directly to infrastructure construction for MDF. This letter proposes new probabilistic models to discuss the blocking probabilities of MDF, whose requirements depend on the time of demand duration, and analyzes the models in three states: non-tolerance, tolerance and delay, in order to meet a more general and practical data flow utilization. When the requirement random variables are co-distributed with respect to time, we prove the practicability of the Erlang Multirate Loss Model (EMLM) under MDF cases, from a mathematical perspective by discretizing time and error analysis. An algorithm of pre-allocating resources is given to guild the construction of base resources for MDF.
多类型数据流的Erlang模型
估计了著名的Erlang电信流量模型,以指导通信社会对稳定数据需求的基础设施建设。然而,随着信息技术的发展,对数据流的需求变得多样化。特别是在使用多类型数据流(MDF)时,游戏、视频、通话等都是需要的。因此,在这些需求之间可能会有一个恒定的切换,同时也会有多种类型的需求。因此,用户的需求随着时间的推移而变化,这使得传统的电信流量分析无法直接应用于MDF的基础设施建设。本文提出了新的概率模型来讨论MDF的阻塞概率,MDF的阻塞概率取决于需求持续时间的时间,并在非容忍、容忍和延迟三种状态下对模型进行了分析,以满足更通用和实用的数据流利用。在需求随机变量随时间共分布的情况下,通过时间离散和误差分析,从数学角度证明了Erlang多速率损耗模型(EMLM)在MDF情况下的实用性。提出了一种资源预分配算法,指导MDF基础资源的构建。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Communications Letters
IEEE Communications Letters 工程技术-电信学
CiteScore
8.10
自引率
7.30%
发文量
590
审稿时长
2.8 months
期刊介绍: The IEEE Communications Letters publishes short papers in a rapid publication cycle on advances in the state-of-the-art of communication over different media and channels including wire, underground, waveguide, optical fiber, and storage channels. Both theoretical contributions (including new techniques, concepts, and analyses) and practical contributions (including system experiments and prototypes, and new applications) are encouraged. This journal focuses on the physical layer and the link layer of communication systems.
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