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Performance and complexity analysis using a sparse deep learning method for indoor terahertz transmission

delete2022-08-25
delete5
PRE
AI
G
Govind Sharan Yadav
P
Pouya Torkaman
X
Xuan-Wei Miao
K
Kai-Ming Feng
S
Shang‐Hua Yang *
DOI:10.1364/OL.468331delete
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摘要

摘要

En 中文
In this Letter, we propose and experimentally validate a sparse deep learning method (SDLM) for terahertz indoor wireless-over-fiber by transmitting a 16-quadrature amplitude modulation (QAM) orthogonal frequency-division multiplexing (OFDM) signal over a 15-km single-mode fiber (SMF) and a wireless link distance of 60 cm at 135 GHz through a cost-effective intensity-modulated direct detection (IM-DD) communications system. The proposed SDLM imposes the L1-regularized mechanism on the cost function, which not only improves performance but also reduces complexity when compared with traditional Volterra nonlinear equalizer (VNLE), sparse VNLE, and conventional DLM. Our experimental findings show that the proposed SDLM provides viable options for successfully mitigating nonlinear distortions and outperforms conventional VNLE, conventional DLM, and SVNLE with a 76%, 72%, and 61% complexity reduction, respectively, for 8-QAM without losing signal integrity. (c) 2022 Optica Publishing Group

期刊

Optics Letters 封面图
Optics Letters
IF:
3.3
论文数:
4.0W
被引数:
7.6W

机构

N
National Tsing Hua University
学者数:
1.6W
论文数: 1.4W
被引数: 1.7W
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