Presentation | 2023-03-03 A Study on Fresh Data Collections Considering Base Station Coverage in UAV-Assisted Sensor Networks Kenta Mori, Hiroyuki Yomo, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In recent years, WPSNs (Wireless Powered Sensor Networks), which wirelessly transfers energy to sensor nodes to eliminate the need of battery replacement, have attracted attention. In this paper, we focus on realtime monitoring employing UAV(Unmanned Aerial Vehicle)assisted wireless sensor networks, where equipment for data collections and energy transfer are installed on a UAV. In particular, assuming an environment where a UAV collects sensing data from sensor nodes and transmits them to adjacent base stations, we consider the UAV flight path optimization problem to improve the freshness of collected sensing data. In the flight path selection assuming the limited communication range of each base station, it is necessary to consider the impact of the priority of data collections by the UAV, priority of data transmissions to base stations, and the amount of energy acquired by each sensor node on the information freshness measured by AoI (Age of Information). Therefore, in this paper, we derive the flight path suppressing the average AoI of each node by using DQN (Deep Q Network), and evaluate its effectiveness by computer simulations. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | AoI / Wireless sensor networks / Wireless power transfer / UAV |
Paper # | NS2022-250 |
Date of Issue | 2023-02-23 (NS) |
Conference Information | |
Committee | IN / NS |
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Conference Date | 2023/3/2(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Okinawa Convention Centre + Online |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | General |
Chair | Kunio Hato(Internet Multifeed) / Tetsuya Oishi(NTT) |
Vice Chair | Tsutomu Murase(Nagoya Univ.) / Takumi Miyoshi(Shibaura Insti of Tech.) |
Secretary | Tsutomu Murase(KDDI Research) / Takumi Miyoshi(Nagaoka Univ. of Tech.) |
Assistant | / Kotaro Mihara(NTT) |
Paper Information | |
Registration To | Technical Committee on Information Networks / Technical Committee on Network Systems |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | A Study on Fresh Data Collections Considering Base Station Coverage in UAV-Assisted Sensor Networks |
Sub Title (in English) | |
Keyword(1) | AoI |
Keyword(2) | Wireless sensor networks |
Keyword(3) | Wireless power transfer |
Keyword(4) | UAV |
1st Author's Name | Kenta Mori |
1st Author's Affiliation | Kansai University(Kansai Univ.) |
2nd Author's Name | Hiroyuki Yomo |
2nd Author's Affiliation | Kansai University(Kansai Univ.) |
Date | 2023-03-03 |
Paper # | NS2022-250 |
Volume (vol) | vol.122 |
Number (no) | NS-406 |
Page | pp.pp.475-480(NS), |
#Pages | 6 |
Date of Issue | 2023-02-23 (NS) |