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Blind Deconvolution Meets Phase Retrieval in Optical Wireless Communications | |
2019-09 | |
会议录名称 | 2019 IEEE 90TH VEHICULAR TECHNOLOGY CONFERENCE (VTC2019-FALL)
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ISSN | 1090-3038 |
页码 | 1-5 |
发表状态 | 已发表 |
DOI | 10.1109/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 |
URL | 查看原文 |
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 |
引用统计 | 正在获取...
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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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