Blind Deconvolution Meets Phase Retrieval in Optical Wireless Communications
2019-09
会议录名称2019 IEEE 90TH VEHICULAR TECHNOLOGY CONFERENCE (VTC2019-FALL)
ISSN1090-3038
页码1-5
发表状态已发表
DOI10.1109/VTCFall.2019.8891314
摘要

Optical wireless communication becomes a key enabling technology for achieving ultra-high data rate requirements in beyond 5G systems. In this paper, to reduce both channel signaling overhead and hardware cost in optical wireless communications, we present a blind deconvolutional phase retrieval approach to recover the source signals from phaseless measurements without a priori channel information. To deal with the coupled challenges of phaseless measurements and bilinear signaling model, we recast the signal recovery problem into a rank-one matrices recovery problem via matrix lifting, followed by relaxing each phaseless matrix measurement into its convex hull. We further propose a difference-of-convex-functions (DC) programming algorithm to solve the low-rank matrix optimization problem. This is achieved by proposing the DC representation for the rank function based on the convex Ky Fan k-norm, thereby exactly detecting the fixed-rank constraints. The numerical results demonstrate that the proposed DC approach outperforms the state-of-the-art methods in terms of signal recovery performance and the robustness to the noise.

关键词Phase measurement Wireless communication Optical variables measurement Programming Optical imaging Optical signal processing Fans
会议地点Honolulu, HI, USA
会议日期22-25 Sept. 2019
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收录类别EI ; CPCI ; CPCI-S
语种英语
EI主题词5G mobile communication systems ; Convolution ; Functions ; Numerical methods ; Optical communication ; Recovery
原始文献类型Conferences
来源库IEEE
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文献类型会议论文
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/49979
专题信息科学与技术学院_硕士生
信息科学与技术学院_PI研究组_石远明组
信息科学与技术学院_博士生
作者单位
ShanghaiTech University
第一作者单位上海科技大学
第一作者的第一单位上海科技大学
推荐引用方式
GB/T 7714
Min Fu,Yuanming Shi. Blind Deconvolution Meets Phase Retrieval in Optical Wireless Communications[C],2019:1-5.
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