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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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
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
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)