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Paper Abstract and Keywords
Presentation 2024-10-28 15:40
[Poster Presentation] Equalization using Deep Learning for CSK-OCC
Keisuke Takikawa, Yuta Furukawa (Tokyo Univ. of Science), Daisuke Hisano (Osaka Univ.), Yu Nakayama (Tokyo Univ. of Agriculture and Technology), Kazuki Maruta (Tokyo Univ. of Science)
Abstract (in Japanese) (See Japanese page) 
(in English) Optical Camera Communication (OCC) is one of the types of visible light communication which enables low-cost and license-free communication by using general-purpose devices, such as LEDs or displays as transmitters and optical cameras as receivers. It is expected to have variety of applications. Its one of the challenges is constrained communication speed; limited by the frame rate of display and image sensors. Employing multi-level Color Shift Keying (CSK) is being considered as an effective approach to achieve higher data capacity. However, demodulation errors are occured when the constellation of the received signal deviates from the reference point due to changes in the hue of the light source depending on the shooting environment. In this study, we propose a method to improve communication performance by correcting the received constellation using deep learning. The basic effectiveness of the proposed scheme is demonstrated through a simple experiment using LED as a light source.
Keyword (in Japanese) (See Japanese page) 
(in English) Optical Camera Communication / Color Shift Keying / Deep learning / Equalization / / / /  
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Conference Information
Committee MIKA  
Conference Date 2024-10-28 - 2024-10-30 
Place (in Japanese) (See Japanese page) 
Place (in English) Okayama Convention Center 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To MIKA 
Conference Code 2024-10-MIKA 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Equalization using Deep Learning for CSK-OCC 
Sub Title (in English)  
Keyword(1) Optical Camera Communication  
Keyword(2) Color Shift Keying  
Keyword(3) Deep learning  
Keyword(4) Equalization  
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1st Author's Name Keisuke Takikawa  
1st Author's Affiliation Tokyo University of Science (Tokyo Univ. of Science)
2nd Author's Name Yuta Furukawa  
2nd Author's Affiliation Tokyo University of Science (Tokyo Univ. of Science)
3rd Author's Name Daisuke Hisano  
3rd Author's Affiliation Osaka University (Osaka Univ.)
4th Author's Name Yu Nakayama  
4th Author's Affiliation Tokyo University of Agriculture and Technology (Tokyo Univ. of Agriculture and Technology)
5th Author's Name Kazuki Maruta  
5th Author's Affiliation Tokyo University of Science (Tokyo Univ. of Science)
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Speaker Author-1 
Date Time 2024-10-28 15:40:00 
Presentation Time 90 minutes 
Registration for MIKA 
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