Presentation | 2022-11-07 [Short Paper] A Study of Interference Detection Methods when Multiple Types of Radio Waves are Mixed Riku Yamabe, Toshi Ito, Osamu Takyu, |
---|---|
PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In 5G and beyond 5G, each radio must have high interference tolerance capability. To improve interference tolerance,the authors proposed a classification of interference states and normal states using SOM with unsupervised learning. However,this classification model had difficulty classifying low-power interference. Therefore, in this proposal, data is obtained from a simulation utilizing a 5G communication model to find features that are useful for classification and to make predictions. In this prediction, high discrimination accuracy was achieved at all interference powers using a supervised learning random forest. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | 5G / RSSI / Packet analysis / Machine learning |
Paper # | SR2022-48 |
Date of Issue | 2022-10-31 (SR) |
Conference Information | |
Committee | SR |
---|---|
Conference Date | 2022/11/7(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Fukuoka University |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Software Defined Radio, Cognitive Radio, Spectrum Sharing, etc. |
Chair | Suguru Kameda(Hiroshima Univ.) |
Vice Chair | Osamu Takyu(Shinshu Univ.) / Kentaro Ishidu(NICT) / Kazuto Yano(ATR) |
Secretary | Osamu Takyu(Mie Univ.) / Kentaro Ishidu(Tokai Univ.) / Kazuto Yano(NTT) |
Assistant | Taichi Ohtsuji(NEC) / WANG Xiaoyan(Ibaraki Univ.) / Akemi Tanaka(MathWorks) / Katsuya Suto(Univ. of Electro-Comm) |
Paper Information | |
Registration To | Technical Committee on Smart Radio |
---|---|
Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | [Short Paper] A Study of Interference Detection Methods when Multiple Types of Radio Waves are Mixed |
Sub Title (in English) | |
Keyword(1) | 5G |
Keyword(2) | RSSI |
Keyword(3) | Packet analysis |
Keyword(4) | Machine learning |
1st Author's Name | Riku Yamabe |
1st Author's Affiliation | Shinshu University(Shinshu Univ.) |
2nd Author's Name | Toshi Ito |
2nd Author's Affiliation | Shinshu University(Shinshu Univ.) |
3rd Author's Name | Osamu Takyu |
3rd Author's Affiliation | Shinshu University(Shinshu Univ.) |
Date | 2022-11-07 |
Paper # | SR2022-48 |
Volume (vol) | vol.122 |
Number (no) | SR-243 |
Page | pp.pp.20-23(SR), |
#Pages | 4 |
Date of Issue | 2022-10-31 (SR) |