Paper Abstract and Keywords |
Presentation |
2018-02-16 13:15
Suppression of Inter-symbol Interference by Convolutional Neural Networks for Holographic Data Storage Yutaro Katano, Tetsuhiko Muroi, Kinoshita Nobuhiro, Norihiko Ishii (NHK) |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Holographic data storage (HDS) is a promising for next generation archival media. In reproduction, reproduced data of two-dimensional data array are image data and can be demodulated accurately by using convolutional neural networks (CNNs) for each modulation block. In this paper, we consider CNNs which are more effective for suppression of inter-symbol interference to improve the demodulation error rate. We designed and evaluated CNNs into which not only the images of modulation blocks but also the adjacent pixels are input. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Holographic data storage / Convolutional neural network / Inter-symbol interference / / / / / |
Reference Info. |
ITE Tech. Rep., vol. 42, no. 4, MMS2018-25, pp. 267-270, Feb. 2018. |
Paper # |
MMS2018-25 |
Date of Issue |
2018-02-08 (MMS, HI, ME, AIT) |
ISSN |
Print edition: ISSN 1342-6893 Online edition: ISSN 2424-1970 |
Download PDF |
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Conference Information |
Committee |
IEICE-ITS IEICE-IE MMS HI ME AIT |
Conference Date |
2018-02-15 - 2018-02-16 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Hokkaido Univ. |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Image Processing, etc. |
Paper Information |
Registration To |
MMS |
Conference Code |
2018-02-ITS-IE-MMS-HI-ME-AIT |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Suppression of Inter-symbol Interference by Convolutional Neural Networks for Holographic Data Storage |
Sub Title (in English) |
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Holographic data storage |
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Convolutional neural network |
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Inter-symbol interference |
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1st Author's Name |
Yutaro Katano |
1st Author's Affiliation |
Japan Broadcasting Corporation (NHK) |
2nd Author's Name |
Tetsuhiko Muroi |
2nd Author's Affiliation |
Japan Broadcasting Corporation (NHK) |
3rd Author's Name |
Kinoshita Nobuhiro |
3rd Author's Affiliation |
Japan Broadcasting Corporation (NHK) |
4th Author's Name |
Norihiko Ishii |
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Japan Broadcasting Corporation (NHK) |
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Speaker |
Author-1 |
Date Time |
2018-02-16 13:15:00 |
Presentation Time |
15 minutes |
Registration for |
MMS |
Paper # |
MMS2018-25, HI2018-25, ME2018-25, AIT2018-25 |
Volume (vol) |
vol.42 |
Number (no) |
no.4 |
Page |
pp.267-270 |
#Pages |
4 |
Date of Issue |
2018-02-08 (MMS, HI, ME, AIT) |