Information: Join today and make your research activities more affordable! Technical workshop participation fees and annual registration fees are available at member rates.
Notice: [Important] Announcement of Changes to Registration Fee Payment and Manuscript Upload Procedures for IEICE Technical Meetings
IEICE Technical Committee Submission System
Conference Paper's Information		 Online Proceedings
[Sign in]
Tech. Rep. Archives
 Go Top Page Go Previous   [Japanese] / [English] 

Paper Abstract and Keywords
Presentation 2024-10-17 10:50
Complex-Valued Reservoir Computing with Sparsified Input- and Output-Connections for Nonlinear Equalization in Optical Fiber Transmission Systems
Takumi Yamamoto, Kai Ikuta, Yuta Ito (Meiji Univ.), Takahide Sakamoto (Tokyo Metropolitan Univ.), Naokatsu Yamamoto (NICT), Moriya Nakamura (Meiji Univ.) OCS2024-26 OPE2024-79 LQE2024-26
Abstract (in Japanese) (See Japanese page) 
(in English) Through numerical simulations and experiments, this study investigated the performance of a complex-valued reservoir-computing (CVRC)-based nonlinear equalizer, designed to mitigate fiber-optic nonlinearity, compared to a real-valued reservoir-computing (RVRC)-based nonlinear equalizer. The CVRC was optimized by introducing sparsity not only in the reservoir layer but also in the input and output layers. The sparse connectivity of the input and output layers could be reduced to about 50% without significant performance-degradation, when the number of reservoir units was 200.
Keyword (in Japanese) (See Japanese page) 
(in English) Reservoir computing / Nonlinear equalization / Fiber-optic nonlinearity / Coherent detection / / / /  
Reference Info. IEICE Tech. Rep., vol. 124, no. 213, OCS2024-26, pp. 12-17, Oct. 2024.
Paper # OCS2024-26 
Date of Issue 2024-10-10 (OCS, OPE, LQE) 
ISSN 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 OCS2024-26 OPE2024-79 LQE2024-26

Conference Information
Committee OPE LQE OCS  
Conference Date 2024-10-17 - 2024-10-18 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To OCS 
Conference Code 2024-10-OPE-LQE-OCS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Complex-Valued Reservoir Computing with Sparsified Input- and Output-Connections for Nonlinear Equalization in Optical Fiber Transmission Systems 
Sub Title (in English)  
Keyword(1) Reservoir computing  
Keyword(2) Nonlinear equalization  
Keyword(3) Fiber-optic nonlinearity  
Keyword(4) Coherent detection  
Keyword(5)  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Takumi Yamamoto  
1st Author's Affiliation Meiji University (Meiji Univ.)
2nd Author's Name Kai Ikuta  
2nd Author's Affiliation Meiji University (Meiji Univ.)
3rd Author's Name Yuta Ito  
3rd Author's Affiliation Meiji University (Meiji Univ.)
4th Author's Name Takahide Sakamoto  
4th Author's Affiliation Tokyo Metropolitan University (Tokyo Metropolitan Univ.)
5th Author's Name Naokatsu Yamamoto  
5th Author's Affiliation National Institute of Information and Communications Technology (NICT)
6th Author's Name Moriya Nakamura  
6th Author's Affiliation Meiji University (Meiji Univ.)
7th Author's Name  
7th Author's Affiliation ()
8th Author's Name  
8th Author's Affiliation ()
9th Author's Name  
9th Author's Affiliation ()
10th Author's Name  
10th Author's Affiliation ()
11th Author's Name  
11th Author's Affiliation ()
12th Author's Name  
12th Author's Affiliation ()
13th Author's Name  
13th Author's Affiliation ()
14th Author's Name  
14th Author's Affiliation ()
15th Author's Name  
15th Author's Affiliation ()
16th Author's Name  
16th Author's Affiliation ()
17th Author's Name  
17th Author's Affiliation ()
18th Author's Name  
18th Author's Affiliation ()
19th Author's Name  
19th Author's Affiliation ()
20th Author's Name  
20th Author's Affiliation ()
21st Author's Name  
21st Author's Affiliation ()
22nd Author's Name  
22nd Author's Affiliation ()
23rd Author's Name  
23rd Author's Affiliation ()
24th Author's Name  
24th Author's Affiliation ()
25th Author's Name  
25th Author's Affiliation ()
26th Author's Name / /
26th Author's Affiliation ()
()
27th Author's Name / /
27th Author's Affiliation ()
()
28th Author's Name / /
28th Author's Affiliation ()
()
29th Author's Name / /
29th Author's Affiliation ()
()
30th Author's Name / /
30th Author's Affiliation ()
()
31st Author's Name / /
31st Author's Affiliation ()
()
32nd Author's Name / /
32nd Author's Affiliation ()
()
33rd Author's Name / /
33rd Author's Affiliation ()
()
34th Author's Name / /
34th Author's Affiliation ()
()
35th Author's Name / /
35th Author's Affiliation ()
()
36th Author's Name / /
36th Author's Affiliation ()
()
Speaker Author-1 
Date Time 2024-10-17 10:50:00 
Presentation Time 25 minutes 
Registration for OCS 
Paper # OCS2024-26, OPE2024-79, LQE2024-26 
Volume (vol) vol.124 
Number (no) no.213(OCS), no.214(OPE), no.215(LQE) 
Page pp.12-17 
#Pages 6 
Date of Issue 2024-10-10 (OCS, OPE, LQE) 

[Return to Top Page]

[Return to IEICE Web Page]
The Institute of Electronics, Information and Communication Engineers (IEICE), Japan