Multidimensional Markov Models for the Cross-Layer Design of Multi-Rate Wireless Systems Using the Effective Capacity Function

L. Carrasco, J. Ramis, G. Femenias
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引用次数: 2

Abstract

In this paper, a novel framework for the cross-layer design of wireless networks combining adaptive modulation and coding (AMC) at the physical layer with an automatic repeat request (ARQ) protocol at the data-link layer is proposed. In order to achieve this goal, the physical-layer service process is first modeled as a multidimensional finite-state Markov chain. Then, based on this multidimensional Markov model, the QoS performance at the data-link layer is characterized using the effective capacity approach. Queueing analysis using this effective capacity function is finally used in a cross-layer design approach aiming to satisfy the required average packet loss probability constraint by maximizing the average throughput of the system. Numerical examples are provided to show the advantages of our approach compared to other approaches using first-order amplitude-based finite state Markov models.
基于有效容量函数的多速率无线系统跨层设计的多维马尔可夫模型
本文提出了一种将物理层自适应调制编码(AMC)与数据链路层自动重复请求(ARQ)协议相结合的无线网络跨层设计框架。为了实现这一目标,首先将物理层服务过程建模为多维有限状态马尔可夫链。然后,在此多维马尔可夫模型的基础上,采用有效容量方法对数据链路层的QoS性能进行表征。利用该有效容量函数进行排队分析,最终实现了一种跨层设计方法,目的是通过最大化系统的平均吞吐量来满足平均丢包概率约束。数值实例表明,与使用一阶基于振幅的有限状态马尔可夫模型的其他方法相比,我们的方法具有优势。
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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