Presentation | 2021-07-28 [Invited Lecture] Dynamic ray tracing analysis study for predicting the propagation environment at a factory. Kenshi Horihata, Kazuki Kanai, Rei Hasegawa, Yasufumi Ichikawa, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Wireless communication is expected to improve the flexibility of equipment layout or of the factory IoT. A simple predicting system of the wireless environment is required for high quality wireless communication. The authors have acquired environmental information using LPWA and IoT sensors, analyzed the fluctuation correlation between the wireless environment and the physical environment using machine learning, and controlled transmission using the created learning model. It was shown that the error can be reduced by 95.5%. In this paper, we analyzed the dynamic environment in the factory by ray tracing and tried to consider the relationship between learning results and propagation environment changes. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Propagation / Ray Tracing / Machine Learning / LPWA / LoRa / Dynamic |
Paper # | AP2021-31 |
Date of Issue | 2021-07-21 (AP) |
Conference Information | |
Committee | AP / SANE / SAT |
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Conference Date | 2021/7/28(3days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Remote sensing, Sattelite Communication, Radio propagation, Antennas and Propagation |
Chair | Hiroshi Yamada(Niigata Univ.) / Toshifumi Moriyama(Nagasaki Univ.) / Hiroyasu Ishikawa(Nihon Univ.) |
Vice Chair | Mitoshi Fujimoto(Fukui Univ) / Makoto Tanaka(Tokai Univ.) / Takeshi Amishima(Mitsubishi Electric) / Tetsushi Ikegami(Meiji Univ.) / Takana Kaho(Shonan Inst. of Tech.) |
Secretary | Mitoshi Fujimoto(NTT DOCOMO) / Makoto Tanaka(National Defense Academy) / Takeshi Amishima(Univ. of Tokyo) / Tetsushi Ikegami(ENRI) / Takana Kaho(KDDI Research) |
Assistant | Dr. Kim(Niigata Univ.) / Takayuki Kitamura(Mitsubishi Electric) / Daisuke Goto(NTT) / Yuuki Koizumi(NHK) |
Paper Information | |
Registration To | Technical Committee on Antennas and Propagation / Technical Committee on Space, Aeronautical and Navigational Electronics / Technical Committee on Satellite Telecommunications |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | [Invited Lecture] Dynamic ray tracing analysis study for predicting the propagation environment at a factory. |
Sub Title (in English) | |
Keyword(1) | Propagation |
Keyword(2) | Ray Tracing |
Keyword(3) | Machine Learning |
Keyword(4) | LPWA |
Keyword(5) | LoRa |
Keyword(6) | Dynamic |
1st Author's Name | Kenshi Horihata |
1st Author's Affiliation | Panasonic Corporation(Panasonic) |
2nd Author's Name | Kazuki Kanai |
2nd Author's Affiliation | Panasonic Corporation(Panasonic) |
3rd Author's Name | Rei Hasegawa |
3rd Author's Affiliation | Panasonic Corporation(Panasonic) |
4th Author's Name | Yasufumi Ichikawa |
4th Author's Affiliation | Panasonic Corporation(Panasonic) |
Date | 2021-07-28 |
Paper # | AP2021-31 |
Volume (vol) | vol.121 |
Number (no) | AP-126 |
Page | pp.pp.43-48(AP), |
#Pages | 6 |
Date of Issue | 2021-07-21 (AP) |