| Paper Abstract and Keywords |
| Presentation |
2023-07-28 11:50
An Evaluation of Neural Network Parameters for Decoding (8,4) and (16,8) Polar Codes
Reona Kumaki, Hiroshi Tsutsui, Takeo Ohgane (Hokkaido Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Polar codes are one type of error correction codes.
When operated with a sufficiently long code length, polar codes can achieve communication channel capacity approaching the Shannon limit, and they are adopted for control channels in 5G.
However, when considering small data communications used by IoT devices that do not require high capacity, the error correction capability with shorter code lengths is desired.
In this study, we discuss the variation in code length and the transition of the number of variables concerning the evaluation of neural network parameters required for decoding (8,4) and (16,8) polar codes, aiming to practicalize the decoding method of error correction codes using deep learning.
From the simulation results, it was observed that doubling the code length increases the required number of variables by approximately 10 times, highlighting the importance of accommodating the increase in code length while restraining the growth of network size. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
5G / Polar codes / deep neural network / small-data communications / / / / |
| Reference Info. |
ITE Tech. Rep., vol. 47, no. 21, BCT2023-61, pp. 49-52, July 2023. |
| Paper # |
BCT2023-61 |
| Date of Issue |
2023-07-20 (BCT) |
| ISSN |
Online edition: ISSN 2424-1970 |
| Download PDF |
|
| Conference Information |
| Committee |
BCT IEEE-BT HOKKAIDO |
| Conference Date |
2023-07-27 - 2023-07-28 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Sapporo Business Innovation Center |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Broadcast Operating, Transmission & Reception, Program creation, Broadcast master control , etc |
| Paper Information |
| Registration To |
BCT |
| Conference Code |
2023-07-BCT-BT-HOKKAIDO |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
An Evaluation of Neural Network Parameters for Decoding (8,4) and (16,8) Polar Codes |
| Sub Title (in English) |
|
| Keyword(1) |
5G |
| Keyword(2) |
Polar codes |
| Keyword(3) |
deep neural network |
| Keyword(4) |
small-data communications |
| Keyword(5) |
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| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Reona Kumaki |
| 1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 2nd Author's Name |
Hiroshi Tsutsui |
| 2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 3rd Author's Name |
Takeo Ohgane |
| 3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2023-07-28 11:50:00 |
| Presentation Time |
20 minutes |
| Registration for |
BCT |
| Paper # |
BCT2023-61 |
| Volume (vol) |
vol.47 |
| Number (no) |
no.21 |
| Page |
pp.49-52 |
| #Pages |
4 |
| Date of Issue |
2023-07-20 (BCT) |
|