延迟约束输入排队交换机

IF 13.8 1区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Lei Deng, W. Wong, Po-Ning Chen, Y. Han
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引用次数: 10

摘要

在本文中,我们研究了延迟约束的输入排队交换机,其中每个数据包都有一个截止日期,如果它没有在截止日期之前交付,它就会过期。这种新场景的动机是多媒体通信系统、触觉互联网、网络控制系统和网络物理系统中实时应用的激增。延迟约束的输入排队交换机与众所周知的延迟无约束的输入队列交换机完全不同,因此提出了新的挑战。我们专注于围绕及时吞吐量的性能指标的三个基本问题:(i)如何表征容量区域?(ii)如何设计可行性/吞吐量最优调度策略?以及(iii)如何设计网络效用最大化调度策略?我们用三种不同的方法来解决这三个基本问题。第一种方法基于马尔可夫决策过程(MDP)理论,可以解决这三个问题。然而,它遭受着维度的诅咒。第二种方法通过利用问题的组合特征打破了维度诅咒。它给出了一种仅具有多项式数量线性约束的新的容量区域特征。第三种方法基于李雅普诺夫优化框架,设计了一种多项式时间最大权值$T$-不相交匹配调度策略,该策略被证明是可行的/吞吐量最优的。我们的三种方法适用于帧同步流量模式,但我们基于MDP的方法可以扩展到更通用的流量模式。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Delay-Constrained Input-Queued Switch
In this paper, we study the delay-constrained input-queued switch, where each packet has a deadline and it will expire if it is not delivered before its deadline. Such new scenario is motivated by the proliferation of real-time applications in multimedia communication systems, tactile Internet, networked controlled systems, and cyber-physical systems. The delay-constrained input-queued switch is completely different from the well-understood delay-unconstrained one and thus poses new challenges. We focus on three fundamental problems centering around the performance metric of timely throughput: (i) how to characterize the capacity region? (ii) how to design a feasibility/throughput-optimal scheduling policy? and (iii) how to design a network-utility-maximization scheduling policy? We use three different approaches to solve these three fundamental problems. The first approach is based on Markov Decision Process (MDP) theory, which can solve all three problems. However, it suffers from the curse of dimensionality. The second approach breaks the curse of dimensionality by exploiting the combinatorial features of the problem. It gives a new capacity region characterization with only a polynomial number of linear constraints. The third approach is based on the framework of Lyapunov optimization, where we design a polynomial-time maximum-weight $T$ -disjoint-matching scheduling policy which is proved to be feasibility/throughput-optimal. Our three approaches apply to the frame-synchronized traffic pattern but our MDP-based approach can be extended to more general traffic patterns.
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来源期刊
CiteScore
30.00
自引率
4.30%
发文量
234
审稿时长
6 months
期刊介绍: The IEEE Journal on Selected Areas in Communications (JSAC) is a prestigious journal that covers various topics related to Computer Networks and Communications (Q1) as well as Electrical and Electronic Engineering (Q1). Each issue of JSAC is dedicated to a specific technical topic, providing readers with an up-to-date collection of papers in that area. The journal is highly regarded within the research community and serves as a valuable reference. The topics covered by JSAC issues span the entire field of communications and networking, with recent issue themes including Network Coding for Wireless Communication Networks, Wireless and Pervasive Communications for Healthcare, Network Infrastructure Configuration, Broadband Access Networks: Architectures and Protocols, Body Area Networking: Technology and Applications, Underwater Wireless Communication Networks, Game Theory in Communication Systems, and Exploiting Limited Feedback in Tomorrow’s Communication Networks.
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