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Large wireless networks: Fundamental limits and design issues.

机译:大型无线网络:基本限制和设计问题。

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摘要

As information networks grow in magnitude and complexity, new models and frameworks are necessary to understand the nature of information transmission. In this thesis we demonstrate how fundamental questions arising in the design of large wireless networks can be addressed by applying methods from information theory, physics, networking and control. We focus on three examples of emerging systems architecture. First, we investigate the maximum achievable throughput in a wireless ad-hoc network. By combining Maxwell's physics of wave propagation and Shannon's theory of information, and departing from idealistic stochastic channel models for signal propagation, we derive an upper bound to the law that determines the scaling of throughput with the population size of the network, and conclude that the scaling achieved by multi-hop communication is optimal in any constant density wireless network. Second, we study how to aggregate information from uncoordinated nodes by considering a random-access system with multiple nodes transmitting information to a common receiver. We characterize the maximum achievable throughput of channels of practical interest and demonstrate how the performance of current systems can be improved by allowing encoding rate adaptation at the transmitters and joint decoding at the receiver. Finally, we explore the fundamental limits of control over wireless channels and demonstrate the relationship between the degree of instability of a system and the time varying rate of communication in the feedback link.
机译:随着信息网络的规模和复杂性的增长,需要新的模型和框架来理解信息传输的本质。在本文中,我们演示了如何应用信息论,物理,网络和控制方法解决大型无线网络设计中出现的基本问题。我们关注新兴系统架构的三个示例。首先,我们研究无线自组网中可实现的最大吞吐量。通过将麦克斯韦的波传播物理学和香农的信息论相结合,并从理想的随机信道模型中进行信号传播,我们得出了定律的上限,该定律决定了吞吐量随网络人口规模的变化,并得出结论。在任何恒定密度的无线网络中,通过多跳通信实现的缩放比例都是最佳的。第二,我们研究如何通过考虑具有多个节点将信息传输到公共接收器的随机访问系统来汇总来自未协调节点的信息。我们表征了实际感兴趣的信道的最大可实现吞吐量,并演示了如何通过允许在发射机处进行编码速率适配和在接收机处进行联合解码来改善当前系统的性能。最后,我们探索了无线信道控制的基本限制,并证明了系统的不稳定性程度与反馈链路中通信的时变速率之间的关系。

著录项

  • 作者

    Minero, Paolo.;

  • 作者单位

    University of California, San Diego.;

  • 授予单位 University of California, San Diego.;
  • 学科 Engineering Electronics and Electrical.
  • 学位 Ph.D.
  • 年度 2010
  • 页码 147 p.
  • 总页数 147
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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