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Paper Abstract and Keywords
Presentation 2018-07-12 10:55
[Poster Presentation] Detection of Visible Light Communication Transmitter by Machine Learning using Time Gradient Feature
Masahiro Hori, Masayuki Kinoshita, Takaya Yamazato, Hiraku Okada, Toshiaki Fujii (Nagoya Univ.), Koji Kamakura (Chiba Inst. of Tech.), Tomohiro Yendo (Nagaoka Univ. of Tech.), Shintaro Arai (Okayama Univ. of Sci.)
Abstract (in Japanese) (See Japanese page) 
(in English) In this paper, we focus on an image sensor visible light communication (VLC) for Intelligent Transport System (ITS). In this system, the transmitter is an LED array, and the receiver is a high-speed image sensor. To receive VLC signals, it is necessary to specify the position of the LED array transmitter from captured images. Previous studies showed that the transmitter has high time gradient values and low spatial gradient values, and proposed a transmitter detection method using these features. In this paper, we focus on time gradient periodicity, and use frequency component in addition to time gradient value and spatial gradient value. Then, we propose a transmitter detection method by machine learning with these features.
Keyword (in Japanese) (See Japanese page) 
(in English) Visible light communication (VLC) / Image sensor communication (ISC) / Image processing / Machine learning / Object detection / / /  
Reference Info. IEICE Tech. Rep., vol. 118, no. 127, ASN2018-30, pp. 85-90, July 2018.
Paper # ASN2018-30 
Date of Issue 2018-07-04 (RCC, NS, RCS, SR, ASN) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380

Conference Information
Committee ASN NS RCS SR RCC  
Conference Date 2018-07-11 - 2018-07-13 
Place (in Japanese) (See Japanese page) 
Place (in English) Hakodate Arena 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Wireless Distributed Network, Machine Learning and AI for Wireless Communications and Networks, M2M (Machine-to-Machine), D2D (Device-to-Device), IoT(Internet of Things), etc. 
Paper Information
Registration To ASN 
Conference Code 2018-07-ASN-NS-RCS-SR-RCC 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Detection of Visible Light Communication Transmitter by Machine Learning using Time Gradient Feature 
Sub Title (in English)  
Keyword(1) Visible light communication (VLC)  
Keyword(2) Image sensor communication (ISC)  
Keyword(3) Image processing  
Keyword(4) Machine learning  
Keyword(5) Object detection  
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1st Author's Name Masahiro Hori  
1st Author's Affiliation Nagoya University (Nagoya Univ.)
2nd Author's Name Masayuki Kinoshita  
2nd Author's Affiliation Nagoya University (Nagoya Univ.)
3rd Author's Name Takaya Yamazato  
3rd Author's Affiliation Nagoya University (Nagoya Univ.)
4th Author's Name Hiraku Okada  
4th Author's Affiliation Nagoya University (Nagoya Univ.)
5th Author's Name Toshiaki Fujii  
5th Author's Affiliation Nagoya University (Nagoya Univ.)
6th Author's Name Koji Kamakura  
6th Author's Affiliation Chiba Institute of Technology (Chiba Inst. of Tech.)
7th Author's Name Tomohiro Yendo  
7th Author's Affiliation Nagaoka University of Technology (Nagaoka Univ. of Tech.)
8th Author's Name Shintaro Arai  
8th Author's Affiliation Oakayama University of Science (Okayama Univ. of Sci.)
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Speaker
Date Time 2018-07-12 10:55:00 
Presentation Time 80 
Registration for ASN 
Paper # IEICE-RCC2018-36,IEICE-NS2018-49,IEICE-RCS2018-94,IEICE-SR2018-33,IEICE-ASN2018-30 
Volume (vol) IEICE-118 
Number (no) no.123(RCC), no.124(NS), no.125(RCS), no.126(SR), no.127(ASN) 
Page pp.69-74(RCC), pp.75-80(NS), pp.87-92(RCS), pp.79-84(SR), pp.85-90(ASN) 
#Pages IEICE-6 
Date of Issue IEICE-RCC-2018-07-04,IEICE-NS-2018-07-04,IEICE-RCS-2018-07-04,IEICE-SR-2018-07-04,IEICE-ASN-2018-07-04 


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