| Presentation | 2022-11-25 [Poster Presentation] Energy-Efficient Over-the-Air Computation using Differential Data Transmission Control Go Fukuda, Seiji Miyoshi, Hiroyuki Yomo, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we focus on AirComp (Over-the-Air Computation) in WSNs (Wireless Sensor Networks), in which the sensor nodes transmit their signals simultaneously through the multiple access channel in such a way that the sink node can estimate the multivariable function value of sensor data based on the received, superposed signal. By this method, the sink can estimate the function value with small delay regardless of the number of nodes in the network, which enables us to realize applications requiring massive and low-latency aggregation. However, in the conventional AirComp, each sensor node transmits its data every time the sink attempts to obtain the function value, which results in high power consumption of the overall network. Therefore, this article proposes differential AirComp, in which each sensor node first calculates the difference from the previously transmitted data, and only sensor nodes detecting larger difference than a threshold transmit their difference data, thereby realizing the power saving of WSNs. In this article, we evaluate the basic performance of differential AirComp. Furthermore, we introduce a method to estimate the combination of transmission nodes by using the theory of the discrete vector reconstruction, and discuss its impact on the estimation error achieved by differential AirComp. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | WSNs / AirComp / Discrete vector reconstruction / Energy-Efficiency |
| Paper # | SRW2022-32,SeMI2022-67,CNR2022-25 |
| Date of Issue | 2022-11-17 (SRW, SeMI, CNR) |
| Conference Information | |
| Committee | SRW / SeMI / CNR |
|---|---|
| Conference Date | 2022/11/24(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Epinard Nasu |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | IoT Workshop |
| Chair | Hanako Noda(Anritsu) / Koji Yamamoto(Kyoto Univ.) / Masayuki Kanbara(NAIST) |
| Vice Chair | Keiichi Mizutani(Kyoto Univ.) / Kentaro Saito(Tokyo Denki Univ.) / Hirokazu Sawada(NICT) / Kazuya Monden(Hitachi) / Yasunori Owada(NICT) / Shunsuke Saruwatari(Osaka Univ.) / Yuri Nishikawa(AIST) |
| Secretary | Keiichi Mizutani(KUT) / Kentaro Saito(Niigata Univ.) / Hirokazu Sawada(NTT DOCOMO) / Kazuya Monden(Tokyo Univ. of Agri. and Tech.) / Yasunori Owada(Osaka Univ.) / Shunsuke Saruwatari(Toshiba) / Yuri Nishikawa(Nagoya Sangyo Univ.) |
| Assistant | Maki Arai(Nihon Univ.) / Yuichi Masuda(Univ. of Tokyo) / Yuki Matsuda(NAIST) / Akihito Taya(Aoyama Gakuin Univ.) / Takeshi Hirai(Osaka Univ.) / Yuta Hoshi(NHK) / Junji Yamato(Kogakuin Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Short Range Wireless Communications / Technical Committee on Sensor Network and Mobile Intelligence / Technical Committee on Cloud Network Robotics |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Poster Presentation] Energy-Efficient Over-the-Air Computation using Differential Data Transmission Control |
| Sub Title (in English) | |
| Keyword(1) | WSNs |
| Keyword(2) | AirComp |
| Keyword(3) | Discrete vector reconstruction |
| Keyword(4) | Energy-Efficiency |
| 1st Author's Name | Go Fukuda |
| 1st Author's Affiliation | Kansai University(Kansai Univ.) |
| 2nd Author's Name | Seiji Miyoshi |
| 2nd Author's Affiliation | Kansai University(Kansai Univ.) |
| 3rd Author's Name | Hiroyuki Yomo |
| 3rd Author's Affiliation | Kansai University(Kansai Univ.) |
| Date | 2022-11-25 |
| Paper # | SRW2022-32,SeMI2022-67,CNR2022-25 |
| Volume (vol) | vol.122 |
| Number (no) | SRW-277,SeMI-278,CNR-279 |
| Page | pp.pp.52-53(SRW), pp.68-69(SeMI), pp.37-38(CNR), |
| #Pages | 2 |
| Date of Issue | 2022-11-17 (SRW, SeMI, CNR) |