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Capacity bounds for multi-user channels with feedback, relaying and cooperation.

机译:具有反馈,中继和协作的多用户通道的容量限制。

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摘要

Recent developments in communications are driven by the goal of achieving high data rates for wireless communication devices. To achieve this goal, several new phenomena need to be investigated from an information theoretic perspective. In this dissertation, we focus on three of these phenomena: feedback, relaying and cooperation. We study these phenomena for various multi-user channels from an information theoretic point of view.;One of the aims of this dissertation is to study the performance limits of simple wireless networks, for various forms of feedback and cooperation. Consider an uplink communication system, where several users wish to transmit independent data to a base-station. If the base-station can send feedback to the users, one can expect to achieve higher data-rates since feedback can enable cooperation among the users. Another way to improve data-rates is to make use of the broadcast nature of the wireless medium, where the users can overhear each other's transmitted signals. This particular phenomenon has garnered much attention lately, where users can help in increasing each other's data-rates by utilizing the overheard information. This overheard information can be interpreted as a generalized form of feedback.;To take these several models of feedback and cooperation into account, we study the two-user multiple access channel and the two-user interference channel with generalized feedback. For all these models, we derive new outer bounds on their capacity regions. We specialize these results for noiseless feedback, additive noisy feedback and user-cooperation models and show strict improvements over the previously known bounds.;Next, we study state-dependent channels with rate-limited state information to the receiver or to the transmitter. This state-dependent channel models a practical situation of fading, where the fade information is partially available to the receiver or to the transmitter. We derive new bounds on the capacity of such channels and obtain capacity results for a special sub-class of such channels.;We study the effect of relaying by considering the parallel relay network, also known as the diamond channel. The parallel relay network considered in this dissertation comprises of a cascade of a general broadcast channel to the relays and an orthogonal multiple access channel from the relays to the receiver. We characterize the capacity of the diamond channel, when the broadcast channel is deterministic. We also study the diamond channel with partially separated relays, and obtain capacity results when the broadcast channel is either semi-deterministic or physically degraded. Our results also demonstrate that feedback to the relays can strictly increase the capacity of the diamond channel.;In several sensor network applications, distributed lossless compression of sources is of considerable interest. The presence of adversarial nodes makes it important to design compression schemes which serve the dual purpose of reliable source transmission to legitimate nodes while minimizing the information leakage to the adversarial nodes. Taking this constraint into account, we consider information theoretic secrecy, where our aim is to limit the information leakage to the eavesdropper. For this purpose, we study a secure source coding problem with coded side information from a helper to the legitimate user. We derive the rate-equivocation region for this problem. We show that the helper node serves the dual purpose of reducing the source transmission rate and increasing the uncertainty at the adversarial node. Next, we considered two different secure source coding models and provide the corresponding rate-equivocation regions.
机译:通信的最新发展受到为无线通信设备实现高数据速率的目标的推动。为了实现这个目标,需要从信息理论的角度研究几种新现象。本文主要研究以下三种现象:反馈,中转和合作。我们从信息论的角度研究了各种多用户信道的现象。本论文的目的之一是研究简单无线网络的性能极限,以各种形式的反馈与合作。考虑一个上行通信系统,其中几个用户希望将独立的数据传输到基站。如果基站可以将反馈发送给用户,则可以期望获得更高的数据速率,因为反馈可以实现用户之间的合作。提高数据速率的另一种方法是利用无线媒体的广播特性,用户可以在其中监听对方的传输信号。这种特殊现象最近引起了很多关注,用户可以利用窃听的信息来帮助提高彼此的数据速率。这种窃听的信息可以解释为一种广义的反馈。为了考虑到这几种反馈与合作模型,我们研究了具有广义反馈的两用户多址信道和两用户干扰信道。对于所有这些模型,我们在其容量区域上得出新的外部界限。我们将这些结果专门用于无噪声反馈,加性噪声反馈和用户合作模型,并显示出对先前已知范围的严格改进。接下来,我们研究具有速率受限状态信息的状态相关通道,这些状态速率受限于接收器或发送器。这个与状态相关的信道模拟了衰落的实际情况,其中衰落信息部分可用于接收器或发送器。我们推导了此类信道的容量的新界限,并获得了此类信道的特殊子类的容量结果。我们通过考虑并行中继网络(也称为菱形信道)来研究中继的效果。本文所考虑的并行中继网络包括级联的到中继站的通用广播信道和从中继站到接收机的正交多路访问信道。当广播频道是确定性的时,我们表征菱形频道的容量。我们还研究了具有部分分隔的继电器的菱形频道,并在广播频道为半确定性或物理降级的情况下获得容量结果。我们的结果还表明,对继电器的反馈可以严格增加菱形通道的容量。在一些传感器网络应用中,分布式无损压缩源引起了人们的极大兴趣。对抗节点的存在使设计压缩方案变得很重要,该压缩方案具有将源可靠地传输到合法节点的双重目的,同时将信息泄漏到对抗节点的可能性降到最低。考虑到此约束,我们考虑信息理论上的保密性,其目的是限制信息向窃听者的泄漏。为此,我们研究了一个安全的源代码编码问题,其中包含了从助手到合法用户的附带信息。我们推导出这个问题的费率计算区域。我们表明,辅助节点具有降低源传输速率和增加对抗节点不确定性的双重目的。接下来,我们考虑了两种不同的安全源编码模型,并提供了相应的速率等效区域。

著录项

  • 作者

    Tandon, Ravi.;

  • 作者单位

    University of Maryland, College Park.;

  • 授予单位 University of Maryland, College Park.;
  • 学科 Engineering Electronics and Electrical.
  • 学位 Ph.D.
  • 年度 2010
  • 页码 302 p.
  • 总页数 302
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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