| Presentation | 2021-05-20 A Study on Signal Demodulation Schemes Based on Machine Learning for Digital Signage and Image Sensor Based Visible Light Communication Yuki Iyoda, Kentaro Kobayashi, Wataru Chujo, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we discuss a visible light communication system using a digital signage and an image sensor. We focus on the demodulation part of the communication system that modulates data signals not to obstruct the visual information on the digital signage, and propose a method that demodulates transmitted data signals from received images on the image sensor using machine learning. The performance of the machine learning-based demodulation method is evaluated for various data sets that simulate noise, blurring, and misalignment that may occur in the received images. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Visible light communication / Digital signage / Image sensor / Machine learning / Demodulation |
| Paper # | WBS2021-1,RCC2021-1,SAT2021-1,MICT2021-1 |
| Date of Issue | 2021-05-13 (WBS, RCC, SAT, MICT) |
| Conference Information | |
| Committee | WBS / RCC / SAT / MICT |
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| Conference Date | 2021/5/20(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online (Zoom) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Coding, Modulation, Signal processing, Reliable Communication and Control, Healthcare and Medical Information Communication Technologies, and General |
| Chair | Masanori Hamamura(Kochi Univ. of Tech.) / HUAN-BANG LI(NICT) / Hisashi Sujikai(NHK) / Eisuke Hanada(Saga Univ.) |
| Vice Chair | Takashi Shono(INTEL) / Masahiro Fujii(Utsunomiya Univ.) / Shunichi Azuma(Nagoya Univ.) / Koji Ishii(Kagawa Univ.) / Hiroyasu Ishikawa(Nihon Univ.) / Tetsushi Ikegami(Meiji Univ.) / Hirokazu Tanaka(Hiroshima City Univ.) / Daisuke Anzai(Nagoya Inst. of Tech.) |
| Secretary | Takashi Shono(Okayama Univ. of Science) / Masahiro Fujii(National Defence Academy) / Shunichi Azuma(CRIEPI) / Koji Ishii(Osaka Univ.) / Hiroyasu Ishikawa(NHK) / Tetsushi Ikegami(KDDI Research) / Hirokazu Tanaka(Kobe Univ.) / Daisuke Anzai(Yokohama National Univ.) |
| Assistant | Duong Quang Thang(NAIST) / Masafumi Moriyama(NICT) / Masayuki Kinoshita(Chiba Univ. of Tech.) / SHAN LIN(NICT) / Masaki Ogura(Osaka Univ.) / Takuya Okura(NICT) / Daisuke Goto(NTT) / Keita Saku(Kyushu Univ.) / Kai Ishida(KISTEC) / Kento Takabayashi(Okayama Pref. Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Wideband System / Technical Committee on Reliable Communication and Control / Technical Committee on Satellite Telecommunications / Technical Committee on Healthcare and Medical Information Communication Technology |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Study on Signal Demodulation Schemes Based on Machine Learning for Digital Signage and Image Sensor Based Visible Light Communication |
| Sub Title (in English) | |
| Keyword(1) | Visible light communication |
| Keyword(2) | Digital signage |
| Keyword(3) | Image sensor |
| Keyword(4) | Machine learning |
| Keyword(5) | Demodulation |
| 1st Author's Name | Yuki Iyoda |
| 1st Author's Affiliation | Meijo University(Meijo Univ) |
| 2nd Author's Name | Kentaro Kobayashi |
| 2nd Author's Affiliation | Meijo University(Meijo Univ) |
| 3rd Author's Name | Wataru Chujo |
| 3rd Author's Affiliation | Meijo University(Meijo Univ) |
| Date | 2021-05-20 |
| Paper # | WBS2021-1,RCC2021-1,SAT2021-1,MICT2021-1 |
| Volume (vol) | vol.121 |
| Number (no) | WBS-24,RCC-25,SAT-26,MICT-27 |
| Page | pp.pp.1-6(WBS), pp.1-6(RCC), pp.1-6(SAT), pp.1-6(MICT), |
| #Pages | 6 |
| Date of Issue | 2021-05-13 (WBS, RCC, SAT, MICT) |