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| 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.)  RCC2018-36 NS2018-49 RCS2018-94 SR2018-33 ASN2018-30 |
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| 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 | |
| Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) | |
| Download PDF | RCC2018-36 NS2018-49 RCS2018-94 SR2018-33 ASN2018-30 |
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| 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 |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 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 | Author-1 |
| Date Time | 2018-07-12 10:55:00 |
| Presentation Time | 80 minutes |
| Registration for | ASN |
| Paper # | RCC2018-36, NS2018-49, RCS2018-94, SR2018-33, ASN2018-30 |
| Volume (vol) | vol.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 | 6 |
| Date of Issue | 2018-07-04 (RCC, NS, RCS, SR, ASN) |
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