无线通信中的多数化和矩阵单调函数

IF 2 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Eduard Axel Jorswieck, H. Boche
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引用次数: 154

摘要

这篇简短的教程介绍了两种数学技术,即多数化理论和矩阵单调函数,回顾了它们的基本定义,并通过许多例子清楚地描述了它们的概念。除了本教程之外,还提出了关于舒尔-凸函数和关于矩阵单调函数的性质的新结果。这些技术被应用于解决无线通信中的通信和信息理论问题。空间相关性对多天线系统的影响表现为许多重要的性能指标,如平均互信息、中断概率、误差性能、最小Eb/N0和宽带斜率、零中断容量和容量区域。蜂窝系统中用户分布的影响具有不同场景的特征,包括完全知情的发射器和接收器,例如,关于平均和速率、中断和速率、最大吞吐量。最后,提出了基于矩阵单调函数的多天线系统性能分析的统一框架。通过矩阵单调函数的优化实现了多天线发射策略的优化。该框架内的结果类似并补充了单用户和多用户多天线系统中最优传输策略的各种结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Majorization and Matrix-Monotone Functions in Wireless Communications
This short tutorial presents two mathematical techniques namely Majorization Theory and Matrix-Monotone Functions, reviews their basic definitions and describes their concepts clearly with many illustrative examples. In addition to this tutorial, new results are presented with respect to Schur-convex functions and regarding the properties of matrix-monotone functions. The techniques are applied to solve communication and information theoretic problems in wireless communications. The impact of spatial correlation in multiple antenna systems is characterized for many important performance measures, e.g., average mutual information, outage probability, error performance, minimum Eb/N0 and wide-band slope, zero-outage capacity, and capacity region. The impact of user distribution in cellular systems is characterized for different scenarios including perfectly informed transmitters and receivers, regarding, e.g., the average sum rate, the outage sum rate, maximum throughput. Finally, a unified framework for the performance analysis of multiple antenna systems is developed based on matrix-monotone functions. The optimization of transmit strategies for multiple antennas is carried out by optimization of matrix-monotone functions. The results within this framework resemble and complement the various results on optimal transmit strategies in single-user and multiple-user multiple-antenna systems.
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来源期刊
Foundations and Trends in Communications and Information Theory
Foundations and Trends in Communications and Information Theory COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS-
CiteScore
7.90
自引率
0.00%
发文量
6
期刊介绍: Foundations and Trends® in Communications and Information Theory publishes survey and tutorial articles in the following topics: - Coded modulation - Coding theory and practice - Communication complexity - Communication system design - Cryptology and data security - Data compression - Data networks - Demodulation and Equalization - Denoising - Detection and estimation - Information theory and statistics - Information theory and computer science - Joint source/channel coding - Modulation and signal design - Multiuser detection - Multiuser information theory
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