| Presentation | 2018-11-15 Characteristic Evaluation of Adaptive Control of Sensor Data Aggregation to Minimize Latency Hideaki Yoshino, Kenko Ota, Takefumi Hiraguri, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In Internet of Things (IoT) systems utilizing a large amount of small-sized data, a data aggregation function, which hierarchically summarizes data, is effective for saving limited communication resources such as the radio frequency and sensor-node energy. To realize latency-critical IoT applications such as factory automation and smart grids, latency should be minimized at IoT gateways that aggregate spatially distributed data and transmit the aggregated-data over the Internet. In this paper, we derive the optimal aggregation parameter, which minimizes the average latency in the IoT gateway for a constant number data aggregation scheme, then apply it to an adaptive optimal control when a time variation exists in the data arrival rate. Based on our analytical results on the Laplace-Stieltjes transform and average of the stationary distribution of the latency, we derive an estimation formula for the optimal aggregation number according to a traffic intensity. We apply the formula to an adaptive control for optimizing the aggregation number when a time variation exists in the data arrival rate. The transient traffic characteristics, that absorb traffic fluctuations, thereby realize the stable optimal latency, were clarified by simulation. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | sensor data / optimal aggregation / IoT / adaptive control / communication traffic |
| Paper # | CQ2018-68 |
| Date of Issue | 2018-11-08 (CQ) |
| Conference Information | |
| Committee | CQ / ICM / NS |
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| Conference Date | 2018/11/15(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Takanori Hayashi(Hiroshima Inst. of Tech.) / Kiyohito Yoshihara(KDDI Research) / Yoshikatsu Okazaki(NTT) |
| Vice Chair | Hideyuki Shimonishi(NEC) / Jun Okamoto(NTT) / Yoichi Yamashita(NTT-N) / Takumi Miyoshi(Shibaura Inst. of Tech.) / Akihiro Nakao(Univ. of Tokyo) |
| Secretary | Hideyuki Shimonishi(NTT) / Jun Okamoto(Nippon Inst. of Tech.) / Yoichi Yamashita(KDDI Research) / Takumi Miyoshi(NTT) / Akihiro Nakao(NTT) |
| Assistant | Chikara Sasaki(KDDI Research) / Yoshiaki Nishikawa(NEC) / Ryo Yamamoto(UEC) / Yunchen Zhu(Hitachi) / Kenichi Kashibuchi(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Communication Quality / Technical Committee on Information and Communication Management / 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) | Characteristic Evaluation of Adaptive Control of Sensor Data Aggregation to Minimize Latency |
| Sub Title (in English) | |
| Keyword(1) | sensor data |
| Keyword(2) | optimal aggregation |
| Keyword(3) | IoT |
| Keyword(4) | adaptive control |
| Keyword(5) | communication traffic |
| 1st Author's Name | Hideaki Yoshino |
| 1st Author's Affiliation | Nippon Institute of Technology(NIT) |
| 2nd Author's Name | Kenko Ota |
| 2nd Author's Affiliation | Nippon Institute of Technology(NIT) |
| 3rd Author's Name | Takefumi Hiraguri |
| 3rd Author's Affiliation | Nippon Institute of Technology(NIT) |
| Date | 2018-11-15 |
| Paper # | CQ2018-68 |
| Volume (vol) | vol.118 |
| Number (no) | CQ-302 |
| Page | pp.pp.27-32(CQ), |
| #Pages | 6 |
| Date of Issue | 2018-11-08 (CQ) |