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...
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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 |
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