SVM-Assisted Realization and Demonstration of Indoor 4 Mb/s Non-Line-of-Sight Visible Light Communication With Second-Order Reflection

Non-line of sight (NLOS) visible light communication (VLC) from reflections can expand the application of VLC beyond the line-of-sight (LOS) link. We demonstrate the experimental results on such indoor NLOS VLC, up to the second-order reflection. The avalanche photodiode (APD) receiver is employed d...

Full description

Bibliographic Details
Main Authors: Yonghe Zhu, Chen Gong, Jianghua Luo, Zhengyuan Xu, Weiqiang Xu
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Photonics Journal
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8819930/
id doaj-8d4b6734d72f41cbbab1fb362d660458
record_format Article
spelling doaj-8d4b6734d72f41cbbab1fb362d6604582021-03-29T17:55:32ZengIEEEIEEE Photonics Journal1943-06552019-01-0111511710.1109/JPHOT.2019.29381788819930SVM-Assisted Realization and Demonstration of Indoor 4 Mb/s Non-Line-of-Sight Visible Light Communication With Second-Order ReflectionYonghe Zhu0https://orcid.org/0000-0001-8667-699XChen Gong1https://orcid.org/0000-0002-7150-0024Jianghua Luo2Zhengyuan Xu3https://orcid.org/0000-0001-9075-8875Weiqiang Xu4https://orcid.org/0000-0002-4206-7022Key Laboratory of Wireless-Optical Communications, Chinese Academy of Sciences, School of Information Science and Technology, University of Science and Technology of China, Hefei, ChinaKey Laboratory of Wireless-Optical Communications, Chinese Academy of Sciences, School of Information Science and Technology, University of Science and Technology of China, Hefei, ChinaNational Mobile Communications Research Laboratory, Southeast University, Nanjing, ChinaKey Laboratory of Wireless-Optical Communications, Chinese Academy of Sciences, School of Information Science and Technology, University of Science and Technology of China, Hefei, ChinaSchool of Information Science and Technology, Zhejiang Sci-Tech University, Hangzhou, ChinaNon-line of sight (NLOS) visible light communication (VLC) from reflections can expand the application of VLC beyond the line-of-sight (LOS) link. We demonstrate the experimental results on such indoor NLOS VLC, up to the second-order reflection. The avalanche photodiode (APD) receiver is employed due to the strong ambient light background. Manchester coding is adopted at the transmitter, and digital filtering is adopted at the receiver. We propose an Support Vector Machine (SVM) detection method to solve the significant distortion issue due to weak signal of the NLOS link. Experimental results on the second-order reflection-based VLC demonstrate that the detection error probability of the proposed SVM detection can be reduced up to at least two orders of magnitude compared with the Gaussian approximation-based detection, and can reach $10^{-4}$ at bit rate 4 Mbps. Thus, low-data rate applications can be achieved by VLC with only the second-order reflection, which implies the potential in speech/image/control message transmission and Internet of Things (IoT) applications, for example the mobile robots that may operate in the shadow or even under a table. Experimental results on the second-order reflection at different transmission rates and different sampling rates are also demonstrated.https://ieeexplore.ieee.org/document/8819930/NLOS VLCsecond-order reflectionSVM detectionManchester codingIoT.
collection DOAJ
language English
format Article
sources DOAJ
author Yonghe Zhu
Chen Gong
Jianghua Luo
Zhengyuan Xu
Weiqiang Xu
spellingShingle Yonghe Zhu
Chen Gong
Jianghua Luo
Zhengyuan Xu
Weiqiang Xu
SVM-Assisted Realization and Demonstration of Indoor 4 Mb/s Non-Line-of-Sight Visible Light Communication With Second-Order Reflection
IEEE Photonics Journal
NLOS VLC
second-order reflection
SVM detection
Manchester coding
IoT.
author_facet Yonghe Zhu
Chen Gong
Jianghua Luo
Zhengyuan Xu
Weiqiang Xu
author_sort Yonghe Zhu
title SVM-Assisted Realization and Demonstration of Indoor 4 Mb/s Non-Line-of-Sight Visible Light Communication With Second-Order Reflection
title_short SVM-Assisted Realization and Demonstration of Indoor 4 Mb/s Non-Line-of-Sight Visible Light Communication With Second-Order Reflection
title_full SVM-Assisted Realization and Demonstration of Indoor 4 Mb/s Non-Line-of-Sight Visible Light Communication With Second-Order Reflection
title_fullStr SVM-Assisted Realization and Demonstration of Indoor 4 Mb/s Non-Line-of-Sight Visible Light Communication With Second-Order Reflection
title_full_unstemmed SVM-Assisted Realization and Demonstration of Indoor 4 Mb/s Non-Line-of-Sight Visible Light Communication With Second-Order Reflection
title_sort svm-assisted realization and demonstration of indoor 4 mb/s non-line-of-sight visible light communication with second-order reflection
publisher IEEE
series IEEE Photonics Journal
issn 1943-0655
publishDate 2019-01-01
description Non-line of sight (NLOS) visible light communication (VLC) from reflections can expand the application of VLC beyond the line-of-sight (LOS) link. We demonstrate the experimental results on such indoor NLOS VLC, up to the second-order reflection. The avalanche photodiode (APD) receiver is employed due to the strong ambient light background. Manchester coding is adopted at the transmitter, and digital filtering is adopted at the receiver. We propose an Support Vector Machine (SVM) detection method to solve the significant distortion issue due to weak signal of the NLOS link. Experimental results on the second-order reflection-based VLC demonstrate that the detection error probability of the proposed SVM detection can be reduced up to at least two orders of magnitude compared with the Gaussian approximation-based detection, and can reach $10^{-4}$ at bit rate 4 Mbps. Thus, low-data rate applications can be achieved by VLC with only the second-order reflection, which implies the potential in speech/image/control message transmission and Internet of Things (IoT) applications, for example the mobile robots that may operate in the shadow or even under a table. Experimental results on the second-order reflection at different transmission rates and different sampling rates are also demonstrated.
topic NLOS VLC
second-order reflection
SVM detection
Manchester coding
IoT.
url https://ieeexplore.ieee.org/document/8819930/
work_keys_str_mv AT yonghezhu svmassistedrealizationanddemonstrationofindoor4x00a0mbsnonlineofsightvisiblelightcommunicationwithsecondorderreflection
AT chengong svmassistedrealizationanddemonstrationofindoor4x00a0mbsnonlineofsightvisiblelightcommunicationwithsecondorderreflection
AT jianghualuo svmassistedrealizationanddemonstrationofindoor4x00a0mbsnonlineofsightvisiblelightcommunicationwithsecondorderreflection
AT zhengyuanxu svmassistedrealizationanddemonstrationofindoor4x00a0mbsnonlineofsightvisiblelightcommunicationwithsecondorderreflection
AT weiqiangxu svmassistedrealizationanddemonstrationofindoor4x00a0mbsnonlineofsightvisiblelightcommunicationwithsecondorderreflection
_version_ 1724197073207689216