Design of OFDM sequences for joint communications and positioning based on the asymptotic expected CRB

Arash Shahmansoori, Rafael Montalban, J. López-Salcedo, G. Seco-Granados
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引用次数: 3

Abstract

A key aspect to design an OFDM system for combined positioning and high-data-rate communications is to find optimal data and pilot power allocations. Previously, A capacity maximizing design by taking into account the effects of channel and time-delay estimation for finite number of subcarriers and channel taps has been investigated. Increasing the number of subcarriers and channel taps make the matrix inversions in the non-asymptotic bounds close to singular or badly conditioned. Furthermore, computational complexity of such a system designed by non-asymptotic bounds grows significantly. In this paper, a method based on the asymptotic expected Cramér-Rao bound of joint time-delay and channel coefficients by increasing the number of subcarriers and channel taps has been proposed. The method reduces the complexity of the design considerably. Specifically, by increasing the number of channel taps the number of operations to compute matrix inversions is significantly reduced by asymptotic bounds. Numerical results show that as the number of subcarriers increases, the asymptotic bounds converge to the non-asymptotic bounds. Moreover, even for a finite number of subcarriers or channel taps the difference between joint data and pilot power allocations is negligible compared to the non-asymptotic expected Cramér-Rao bounds.
基于渐近期望CRB的联合通信定位OFDM序列设计
定位与高数据速率通信相结合的OFDM系统设计的一个关键问题是优化数据和导频功率分配。在此之前,已经研究了一种考虑有限数量子载波和信道抽头时信道和时延估计影响的容量最大化设计。增加子载波和通道抽头的数量,使得矩阵在非渐近界内的反演接近奇异或条件恶劣。此外,用非渐近界设计的系统的计算复杂度显著增加。本文提出了一种通过增加子载波数和信道抽头数,基于联合时延和信道系数的渐近期望cram r- rao界的方法。该方法大大降低了设计的复杂性。具体地说,通过增加通道抽头的数量,计算矩阵反转的操作数量通过渐近界显着减少。数值结果表明,随着子载波数目的增加,渐近界收敛于非渐近界。此外,即使对于有限数量的子载波或信道,联合数据和导频功率分配之间的差异与非渐近期望cram - rao边界相比可以忽略不计。
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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