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Operating Time Improvement and Low-Cost Implementation of Wireless Sensor Network

Research Project

Project/Area Number 26330108
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Information network
Research InstitutionKagoshima University

Principal Investigator

Shigei Noritaka  鹿児島大学, 理工学域工学系, 准教授 (90294363)

Co-Investigator(Kenkyū-buntansha) 宮島 廣美  鹿児島大学, 理工学域工学系, 教授 (60132669)
寺村 正広  佐世保工業高等専門学校, 電気電子工学科, 教授 (20713481)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2016: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2015: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2014: ¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Keywords無線センサネットワーク / 移動型センサノード / 稼働時間の改善 / ニューラルネットワーク / 判別回路 / 位置推定法 / 強化学習 / エアコン制御 / 重心位置判定 / 通信プロトコル / 省電力化
Outline of Final Research Achievements

Firstly, in order to improve the operating time of WSN (Wireless Sensor Network), this research developed an effective algorithm for determining the arrangement of the base stations (BSs) and an effective data collection scheduling algorithm for WSN model with multiple BSs. Secondly, as low-cost, power-efficient and high-performance implementation of signal processing unit, comparators with multiple input signals based on neural network and their analog circuit implementation were developed. Thirdly, mobile sensor nodes were cheaply implemented by using commercially available cheap devices and the accuracy of its location estimation is investigated. Finally, as applications with active operation, the controller of air conditioners based on user sensations was developed by using reinforcement learning, which is one of the machine learning methods.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (26 results)

All 2016 2015 2014

All Journal Article (10 results) (of which Peer Reviewed: 9 results,  Acknowledgement Compliant: 10 results,  Open Access: 5 results) Presentation (16 results) (of which Int'l Joint Research: 1 results)

  • [Journal Article] Design of hardware circuit based on a neural network model for rapid detection of center of gravity position2016

    • Author(s)
      M. Teramura, N. Shigei, H. Miyajima
    • Journal Title

      Proc. of the 2016 IEEE Region 10 Conference (TENCON)

      Volume: - Pages: 251-254

    • DOI

      10.1109/tencon.2016.7848000

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Multiple-sink approach for prolonging network lifetime of Wireless Sensor Network2016

    • Author(s)
      N. Shigei, J. Kawasaki, H. Miyajima
    • Journal Title

      Proc. of the 2016 IEEE Region 10 Conference (TENCON)

      Volume: - Pages: 2796-2800

    • DOI

      10.1109/tencon.2016.7848551

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Hybrid of Ideal Movement Method and Virtual Rail Method for Network Construction in Mobile Sensor Network2016

    • Author(s)
      Yoshiki Nakashima, Noritaka Shigei, Hiromi Miyajima
    • Journal Title

      2016 IEEE International Conference on Consumer Electronics-Taiwan

      Volume: - Pages: 281-282

    • DOI

      10.1109/icce-tw.2016.7521028

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Improved Network Construction Methods Based on Virtual Rails for Mobile Sensor Network2016

    • Author(s)
      Noritaka Shigei, Kazuto Matsumoto, Yoshiki Nakashima, Hiromi Miyajima
    • Journal Title

      International Journal of Computer, Electrical, Automation, Control and Information Engineering

      Volume: 10 Pages: 86-92

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Air Conditioner Control Learning Users' Sensations Based on Reinforcement Learning and Its Scalability Improvement2015

    • Author(s)
      Noritaka Shigei, Yohei Yamaguchi, Hiromi Miyajima
    • Journal Title

      IAENG International Journal of Computer Science

      Volume: 42 Pages: 288-295

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Multiple Route Construction with Path-overlap Avoidance for Mobile Relay on WSN2015

    • Author(s)
      Yogi Anggun Saloko Yudo, Noritaka Shigei, Hiromi Miyajima
    • Journal Title

      Engineering Letters

      Volume: 23 Pages: 299-306

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Effective initial route construction for mobile relay on wireless sensor network2015

    • Author(s)
      Yogi Anggun Saloko Yudo, Noritaka Shigei, Hiromi Miyajima
    • Journal Title

      Artificial Life and Robotics

      Volume: 20 Issue: 1 Pages: 49-55

    • DOI

      10.1007/s10015-014-0194-5

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Path-overlap Avoidance in Multiple Route Construction for Mobile Relay on WSN2015

    • Author(s)
      Yogi Anggun Saloko Yudo, Noritaka Shigei, Hiromi Miyajima
    • Journal Title

      Proceedings of the International MultiConference of Engineers and Computer Scientists 2015

      Volume: I Pages: 107-112

    • NAID

      120006337840

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Air Conditioning Control System Learning Sensory Scale Based on Reinforcement Learning2015

    • Author(s)
      Yohei Yamaguchi, Noritaka Shigei, Hiromi Miyajima
    • Journal Title

      Proceedings of the International MultiConference of Engineers and Computer Scientists 2015

      Volume: I Pages: 1-6

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] A* Algorithm-Based Initial Route Construction for Mobile Relay on WSN2014

    • Author(s)
      Yogi Anggun Saloko Yudo, Noritaka Shigei, Hiromi Miyajima
    • Journal Title

      Proc. of Joint 7th International Conference on Soft Computing and Intelligent Systems and 15th International Symposium on Advanced Intelligent Systems

      Volume: NA Pages: 323-238

    • DOI

      10.1109/scis-isis.2014.7044797

    • Related Report
      2014 Research-status Report
    • Acknowledgement Compliant
  • [Presentation] ニューロンの動作を参考にした比較器を用いた判別回路の演算時間の検討2016

    • Author(s)
      寺村正広, 重井徳貴, 宮島廣美
    • Organizer
      平成28年度 電気・情報関係学会九州支部連合大会
    • Place of Presentation
      宮崎大学(宮崎県・宮崎市)
    • Year and Date
      2016-09-29
    • Related Report
      2016 Annual Research Report
  • [Presentation] 移動型センサデバイスのための電波強度を用いた位置推定に関する検討2016

    • Author(s)
      今村祥太, 宮島廣美, 重井徳貴, 中村喜寛
    • Organizer
      平成28年度 電気・情報関係学会九州支部連合大会
    • Place of Presentation
      宮崎大学(宮崎県・宮崎市)
    • Year and Date
      2016-09-29
    • Related Report
      2016 Annual Research Report
  • [Presentation] 強化学習を用いたユーザの感覚的指示に基づくエアコン制御2016

    • Author(s)
      坂元浩太, 重井徳貴, 宮島廣美
    • Organizer
      第32回ファジィシステムシンポジウム
    • Place of Presentation
      佐賀大学(佐賀県・佐賀市)
    • Year and Date
      2016-08-31
    • Related Report
      2016 Annual Research Report
  • [Presentation] Design of Distinction Circuit Using Neuron-Based Comparators2016

    • Author(s)
      Masahiro Teramura, Noritaka Shigei, Hiromi Miyajima
    • Organizer
      International Workshop on Fundamental Research for Science and Technology
    • Place of Presentation
      Pattaya (Thailand)
    • Year and Date
      2016-08-22
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 高速に重心位置を判別できるニューラルネットワーク回路2016

    • Author(s)
      寺村正広, 重井徳貴, 宮島廣美
    • Organizer
      電子情報通信学会総合大会
    • Place of Presentation
      九州大学伊都キャンパス(福岡県・福岡市)
    • Year and Date
      2016-03-15
    • Related Report
      2015 Research-status Report
  • [Presentation] 焦電型赤外線センサを用いた通行・個人判定2016

    • Author(s)
      馬場将太, 重井徳貴, 宮島廣美
    • Organizer
      情報処理学会九州支部 火の国情報シンポジウム
    • Place of Presentation
      宮崎大学木花キャンパス(宮崎県・宮崎市)
    • Year and Date
      2016-03-02
    • Related Report
      2015 Research-status Report
  • [Presentation] PSO を用いた移動型センサネットワークのネットワーク構築法2016

    • Author(s)
      中島芳樹,重井徳貴,宮島廣美
    • Organizer
      第18回日本知能情報ファジィ学会九州支部学術講演会
    • Place of Presentation
      熊本高等専門学校熊本キャンパス(熊本県・合志市)
    • Related Report
      2016 Annual Research Report
  • [Presentation] 無線センサネットワークにおけるABCアルゴリズムを用いたシンク ノード群の配置最適化2015

    • Author(s)
      川崎 丈,重井 徳貴,宮島 廣美
    • Organizer
      日本知能情報ファジィ学会九州支部学術講演会
    • Place of Presentation
      東海大学 熊本キャンパス(熊本県・熊本市)
    • Year and Date
      2015-12-12
    • Related Report
      2015 Research-status Report
  • [Presentation] 理想移動方式と仮想レール方式を組み合わせた移動型センサネットワークのネットワーク構築法2015

    • Author(s)
      中島芳樹, 重井徳貴, 宮島廣美
    • Organizer
      電気・情報関係学会九州支部連合大会
    • Place of Presentation
      福岡大学(福岡県・福岡市)
    • Year and Date
      2015-09-26
    • Related Report
      2015 Research-status Report
  • [Presentation] ニューラルネットワーク比較器を利用した直線上の重心位置判別2015

    • Author(s)
      寺村正広, 重井徳貴, 宮島廣美
    • Organizer
      電気・情報関係学会九州支部連合大会
    • Place of Presentation
      福岡大学(福岡県・福岡市)
    • Year and Date
      2015-09-26
    • Related Report
      2015 Research-status Report
  • [Presentation] 焦電型赤外線センサを用いたセンサデバイスの作成2015

    • Author(s)
      今村祥太, 重井徳貴, 宮島廣美
    • Organizer
      電子情報通信学会九州支部 学生会講演会
    • Place of Presentation
      福岡大学(福岡県・福岡市)
    • Year and Date
      2015-09-04
    • Related Report
      2015 Research-status Report
  • [Presentation] 残余電力を考慮した移動型センサネットワークのネットワーク構築法2015

    • Author(s)
      中島芳樹, 重井徳貴, 宮島廣美
    • Organizer
      日本知能情報ファジィ学会夏季ワークショップ
    • Place of Presentation
      ホテル 湯の児 海と夕やけ(熊本県・水俣市)
    • Year and Date
      2015-08-27
    • Related Report
      2015 Research-status Report
  • [Presentation] 無線センサネットワークのための移動型センサデバイスの開発2015

    • Author(s)
      今村祥太, 宮島 廣美, 重井徳貴
    • Organizer
      日本知能情報ファジィ学会九州支部春季ワークショップ
    • Place of Presentation
      東海大学 阿蘇キャンパス(熊本県・阿蘇郡)
    • Year and Date
      2015-06-20
    • Related Report
      2015 Research-status Report
  • [Presentation] 従来の比較器より複雑な判別ができるニューラルネットワークを用いた比較器2014

    • Author(s)
      寺村正広, 重井徳貴, 宮島廣美
    • Organizer
      平成26年度(第67回)電気 ・情報関係学会九州支部連合大会
    • Place of Presentation
      鹿児島大学工学部(鹿児島県・鹿児島市)
    • Year and Date
      2014-09-18 – 2014-09-19
    • Related Report
      2014 Research-status Report
  • [Presentation] 強化学習に基づく感覚尺度を学習するエアコン制御システム2014

    • Author(s)
      山口洋平, 重井徳貴, 宮島廣美
    • Organizer
      平成26年度(第67回)電気 ・情報関係学会九州支部連合大会
    • Place of Presentation
      鹿児島大学工学部(鹿児島県・鹿児島市)
    • Year and Date
      2014-09-18 – 2014-09-19
    • Related Report
      2014 Research-status Report
  • [Presentation] 無線センサネットワークのためのシンクノード群の配置手法2014

    • Author(s)
      川崎丈, 重井徳貴, 宮島 廣美
    • Organizer
      日本知能情報ファジィ学会九州支部春季ワークショップ
    • Place of Presentation
      サンピア福岡(福岡県・福津市)
    • Year and Date
      2014-06-21 – 2014-06-22
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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