Sparse Bayesian Learning Based Off-Grid Estimation of OTFS Channels with Doppler Squint

IF 6.6 1区 计算机科学 Q1 Multidisciplinary Tsinghua Science and Technology Pub Date : 2024-03-19 DOI:10.26599/TST.2023.9010093
Xuehan Wang;Xu Shi;Jintao Wang
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Abstract

Orthogonal Time Frequency Space (OTFS) modulation has exhibited significant potential to further promote the performance of future wireless communication networks especially in high-mobility scenarios. In practical OTFS systems, the subcarrier-dependent Doppler shift which is referred to as the Doppler Squint Effect (DSE) plays an important role due to the assistance of time-frequency modulation. Unfortunately, most existing works on OTFS channel estimation ignore DSE, which leads to severe performance degradation. In this letter, OTFS systems taking DSE into consideration are investigated. Inspired by the input-output analysis with DSE and the embedded pilot pattern, the sparse Bayesian learning based parameter estimation scheme is adopted to recover the delay-Doppler channel. Simulation results verify the excellent performance of the proposed off-grid estimation approach considering DSE.
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基于稀疏贝叶斯学习的多普勒斜视 OTFS 信道离网估计
正交时频空间(OTFS)调制在进一步提高未来无线通信网络的性能(尤其是在高移动性场景中)方面具有巨大潜力。在实际的 OTFS 系统中,由于时频调制的帮助,与子载波相关的多普勒频移(被称为多普勒斜视效应(DSE))发挥了重要作用。遗憾的是,大多数现有的 OTFS 信道估计工作都忽略了 DSE,导致性能严重下降。本文研究了考虑 DSE 的 OTFS 系统。受带有 DSE 和嵌入式先导模式的输入输出分析的启发,采用了基于稀疏贝叶斯学习的参数估计方案来恢复延迟-多普勒信道。仿真结果验证了所提出的考虑 DSE 的离网估计方法的卓越性能。
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来源期刊
Tsinghua Science and Technology
Tsinghua Science and Technology COMPUTER SCIENCE, INFORMATION SYSTEMSCOMPU-COMPUTER SCIENCE, SOFTWARE ENGINEERING
CiteScore
10.20
自引率
10.60%
发文量
2340
期刊介绍: Tsinghua Science and Technology (Tsinghua Sci Technol) started publication in 1996. It is an international academic journal sponsored by Tsinghua University and is published bimonthly. This journal aims at presenting the up-to-date scientific achievements in computer science, electronic engineering, and other IT fields. Contributions all over the world are welcome.
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