Phase Noise Resilient Neural Transceivers for High Data-Rate Sub-THz Links

IF 5.5 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Wireless Communications Letters Pub Date : 2025-01-01 DOI:10.1109/LWC.2024.3524722
Dileepa Marasinghe;Le Hang Nguyen;Nandana Rajatheva;Matti Latva-Aho
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Abstract

Phase noise (PN) poses a significant challenge in sub-terahertz (sub-THz) communications, alongside the necessity for low peak-to-average power ratio (PAPR) transmissions. This letter introduces an end-to-end learned single-carrier (SC) neural transceiver, which consists of a PN-resilient and PAPR-constrained transmitter utilizing a trainable pilot scheme combined with a deep neural receiver tailored for sub-THz. The learned transceiver effectively compensates for both correlated and uncorrelated PN and the flat-fading line-of-sight (LOS) channel while maintaining lower PAPR. The results show a substantial reduction in pilot overhead while delivering superior spectral efficiency and up to 1.2 dB PAPR gains over the conventional baselines.
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高数据速率亚太赫兹链路的相位噪声弹性神经收发器
相位噪声(PN)对亚太赫兹(sub-THz)通信构成了重大挑战,同时还需要低峰值平均功率比(PAPR)传输。这封信介绍了一种端到端学习单载波(SC)神经收发器,它由一个pn弹性和papr约束的发射器组成,利用可训练的导频方案,结合为亚太赫兹定制的深度神经接收器。学习后的收发器在保持较低的PAPR的同时,有效地补偿了相关和不相关PN以及平衰落视距信道。结果表明,在提供优越的频谱效率和高达1.2 dB的PAPR增益的同时,导频开销大幅减少。
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来源期刊
IEEE Wireless Communications Letters
IEEE Wireless Communications Letters Engineering-Electrical and Electronic Engineering
CiteScore
12.30
自引率
6.30%
发文量
481
期刊介绍: IEEE Wireless Communications Letters publishes short papers in a rapid publication cycle on advances in the state-of-the-art of wireless communications. Both theoretical contributions (including new techniques, concepts, and analyses) and practical contributions (including system experiments and prototypes, and new applications) are encouraged. This journal focuses on the physical layer and the link layer of wireless communication systems.
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