Fundamental Limits and Optimization of Multiband Delay Estimation in OFDM Systems

被引:0
|
作者
Wan, Yubo [1 ]
Liu, An [1 ]
Du, Rui [2 ]
Han, Tony Xiao [2 ]
Quek, Tony Q. S. [3 ,4 ]
机构
[1] Zhejiang Univ, Coll Informat Sci & Elect Engn, Hangzhou 310027, Peoples R China
[2] Huawei Technol Co Ltd, Labs 2012, Wireless Technol Lab, Shenzhen 518129, Peoples R China
[3] Singapore Univ Technol & Design, Dept Informat Syst Technol & Design, Singapore 487372, Singapore
[4] Yonsei Univ, Yonsei Frontier Lab, Seoul 03722, South Korea
来源
IEEE INTERNET OF THINGS JOURNAL | 2024年 / 11卷 / 19期
基金
美国国家科学基金会; 新加坡国家研究基金会;
关键词
Delay estimation; OFDM; Frequency estimation; Apertures; Optimization; Location awareness; Estimation; Cramer-Rao bound (CRB); delay estimation; fundamental limits; multiband; statistical resolution limit (SRL); Ziv-Zakai bound (ZZB); PARAMETER-ESTIMATION; ARRIVAL ESTIMATION; ESTIMATION BOUNDS; TIME;
D O I
10.1109/JIOT.2024.3415158
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Multiband technology has recently received incremental attention for its ability to jointly utilize multiple noncontiguous frequency bands to achieve high-resolution delay estimation. In multiband scenarios, numerous signal processing algorithms for delay estimation have been proposed, while research on the fundamental limits remains under explored. In this article, we focus on the analysis of fundamental limits and the optimization of multiband delay estimation in orthogonal frequency division multiplexing (OFDM) systems. We derive a closed-form expression of the Cramer-Rao bound (CRB) for the delay separation to reveal useful insights. Additionally, a metric called statistical resolution limit (SRL) that provides a resolution performance bound is employed to research the fundamental limits of delay resolution. The fundamental limits of the delay estimation error are also investigated using the performance bounds CRB and Ziv-Zakai bound (ZZB). Based on these derived performance bounds, numerical results have been presented to analyse the effect of frequency band apertures and phase distortions on the fundamental limits of the multiband delay estimation error. Inspired by the analysis of fundamental limits, we formulate an optimization problem to find the optimal system configuration in multiband systems with the objective of minimizing the delay SRL. To solve this nonconvex constrained problem, we propose an efficient alternating optimization (AO)-based algorithm that iteratively optimizes the variables using the successive convex approximation (SCA) and 1-D search. Simulation results demonstrate the effectiveness of the proposed algorithm and give useful insights for the multiband system design.
引用
收藏
页码:31112 / 31127
页数:16
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