Presentation | 2023-05-19 Path Loss Prediction Using a Semantic Segmentation Technique in Urban Scenarios Kenya Shimizu, Takayuki Nakanishi, Yasuhiro Nishioka, Yoshio Inasawa, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | As the Internet of things (IoT), in which various devices and systems are connected to networks, rapidly spreads, there is a growing need for technology to visualize radio environment of interference waves for as short a time as possible in order to deal with system failures caused by radio wave interference. In this research, we show an interpolation method for faster visualization of the radio wave environment. In the proposed interpolation method, in addition to the global distance attenuation characteristics, it is possible to reproduce the received power difference over non-line-of-sight and line-of-sight and the local power drop due to shielding by buildings. In the verification in an urban area, we confirmed that the RMS error of the received power due to the interpolation was suppressed to 6.8 dB, and the time required to visualize the radio wave environment could be decreased by about 80%. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Radio Propagation / Machine learning / Interpolation |
Paper # | EMT2023-8 |
Date of Issue | 2023-05-12 (EMT) |
Conference Information | |
Committee | EMT / IEE-EMT |
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Conference Date | 2023/5/19(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Information Technology R & D Center, MITSUBISHI Electric Corp. |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Electromagnetic Theory, etc. |
Chair | Hiroyuki Deguchi(Doshisha Univ.) / Shinichi Furukawa(Nihon Univ.) |
Vice Chair | Hideki Kawaguchi(Muroran Inst. of Tech) |
Secretary | Hideki Kawaguchi(Mitsubishi Electric) / (Kyushu Sangyo Univ.) |
Assistant | Ryo Natsuaki(Univ. of Tokyo) / Kazuki Niino(Kyoto Univ.) |
Paper Information | |
Registration To | Technical Committee on Electromagnetic Theory / Technical Meeting on Electromagnetic Theory |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Path Loss Prediction Using a Semantic Segmentation Technique in Urban Scenarios |
Sub Title (in English) | |
Keyword(1) | Radio Propagation |
Keyword(2) | Machine learning |
Keyword(3) | Interpolation |
1st Author's Name | Kenya Shimizu |
1st Author's Affiliation | Mitsubishi Electric Corporation(Mitsubishi Electric Corp.) |
2nd Author's Name | Takayuki Nakanishi |
2nd Author's Affiliation | Mitsubishi Electric Corporation(Mitsubishi Electric Corp.) |
3rd Author's Name | Yasuhiro Nishioka |
3rd Author's Affiliation | Mitsubishi Electric Corporation(Mitsubishi Electric Corp.) |
4th Author's Name | Yoshio Inasawa |
4th Author's Affiliation | Mitsubishi Electric Corporation(Mitsubishi Electric Corp.) |
Date | 2023-05-19 |
Paper # | EMT2023-8 |
Volume (vol) | vol.123 |
Number (no) | EMT-40 |
Page | pp.pp.39-43(EMT), |
#Pages | 5 |
Date of Issue | 2023-05-12 (EMT) |