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Codebook Design for Limited Feedback Multiple Input Multiple Output Systems

机译:有限反馈多输入多输出系统的码本设计

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摘要

From the past few years, there has been an exponential rise in the communication sector, especially wireless continuously fueled by the demand of higher data rates by users. The concept of multiple input multiple output (MIMO) systems is used extensively in currently deployed technologies to provide necessary data rates. MIMO systems using spatial multiplexing achieves higher data rates without wasting frequency or time resources. This happens even when there is channel state information only at the receiver.It was observed that the channel knowledge at the transmitter further increases the capacity of a system. Perfect channel state information at the transmitter (CSIT) is generally not feasible in FDD systems, however, partial CSIT may be used to further increase the capacity of a system. This is commonly referred to as pre-coding. In pre-coding, codebooks which are designed off-line and stored, known to both the transmitter and receiver, are used.The main objective of this thesis pertains to the designing of codebooks and the effect of codebooks on the capacity of limited feedback MIMO systems. A codebook contains code words in the form of matrices and the design of these matrices reduces to a quantization problem on certain manifolds. The algorithm employed for quantizing these manifolds is the Lloyd algorithm, one of the most widely used. We make use of specific geometrical properties of these manifolds to design codebooks.Previously, much work has been done on designing codebooks by quantizing a Grassmann manifold. Here, an alternate quantization of a permutation invariant flag manifold is considered. We derive semi analytical distortion bounds to evaluate our codebook. Through this work, codebooks thus obtained are used and their effect on capacity is observed and analyzed.
机译:从过去的几年开始,通信领域出现了指数级增长,尤其是在无线技术不断增长的推动下,用户对数据速率的要求越来越高。多输入多输出(MIMO)系统的概念已在当前部署的技术中广泛使用,以提供必要的数据速率。使用空间复用的MIMO系统可实现更高的数据速率,而不会浪费频率或时间资源。即使仅在接收器处有信道状态信息,也会发生这种情况。据观察,在发送器处的信道知识进一步增加了系统的容量。在FDD系统中,在发射机(CSIT)上获得完美的信道状态信息通常是不可行的,但是,可以使用部分CSIT来进一步增加系统的容量。这通常称为预编码。在预编码中,使用了发射机和接收机都知道的,离线设计和存储的码本。系统。码本包含矩阵形式的代码字,这些矩阵的设计可简化为某些流形上的量化问题。用于量化这些流形的算法是Lloyd算法,它是使用最广泛的算法之一。我们利用这些流形的特定几何特性来设计密码本。以前,通过对格拉斯曼流形进行量化,在设计密码本上已经做了很多工作。在此,考虑置换不变标志流形的替代量化。我们得出半解析失真边界以评估我们的密码本。通过这项工作,可以使用由此获得的密码本,并观察和分析其对容量的影响。

著录项

  • 作者

    Srinivasan Ashvin;

  • 作者单位
  • 年度 2012
  • 总页数
  • 原文格式 PDF
  • 正文语种 en
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