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Research on brain-inspired algorithms for wireless sensor networks

Research Project

Project/Area Number 16H01719
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Research Field Information network
Research InstitutionOsaka University

Principal Investigator

WAKAMIYA Naoki  大阪大学, 情報科学研究科, 教授 (50283742)

Co-Investigator(Kenkyū-buntansha) ペパー フェルディナンド  国立研究開発法人情報通信研究機構, 脳情報通信融合研究センター脳情報工学研究室, 副室長 (40359097)
寺前 順之介  京都大学, 情報学研究科, 准教授 (50384722)
ライプニッツ ケンジ  国立研究開発法人情報通信研究機構, 脳情報通信融合研究センター脳情報工学研究室, 主任研究員 (70437432)
Project Period (FY) 2016-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥33,020,000 (Direct Cost: ¥25,400,000、Indirect Cost: ¥7,620,000)
Fiscal Year 2020: ¥6,240,000 (Direct Cost: ¥4,800,000、Indirect Cost: ¥1,440,000)
Fiscal Year 2019: ¥6,110,000 (Direct Cost: ¥4,700,000、Indirect Cost: ¥1,410,000)
Fiscal Year 2018: ¥6,500,000 (Direct Cost: ¥5,000,000、Indirect Cost: ¥1,500,000)
Fiscal Year 2017: ¥6,110,000 (Direct Cost: ¥4,700,000、Indirect Cost: ¥1,410,000)
Fiscal Year 2016: ¥8,060,000 (Direct Cost: ¥6,200,000、Indirect Cost: ¥1,860,000)
Keywords無線センサネットワーク / 情報通信工学 / ネットワーク / 情報工学 / 脳・神経
Outline of Final Research Achievements

For the realization of an all-impulse wireless sensor network that is highly energy-efficient and robust due to it conducting all of its sensing, information processing, and communication in the form of impulses, we established algorithms for brain-inspired intra- and inter-nodes information coding, processing, communication, and information extraction. It was verified through numerical analysis and simulation that highly reliable communication was possible under constraints in which impulse signals were sparse and frequently collided with each other. Experiments using prototype devices showed the feasibility of our proposal.

Academic Significance and Societal Importance of the Research Achievements

デバイスの構造や情報処理ならびに通信のアルゴリズムが極めてシンプルであることから低コスト、低消費電力でありながらも干渉や故障に対して非常にロバストな無線センサネットワークを容易に構築できることから、特に多数または高密度な環境でのセンシング情報収集を行う多様なアプリケーションの基盤技術として広く応用、展開が可能である。あわせて脳ならびに脳型の情報処理についても工学応用の観点での新たな知見を得ており当該分野の今後の発展に寄与するものである。

Report

(6 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • 2016 Annual Research Report
  • Research Products

    (42 results)

All 2021 2020 2019 2018 2017 2016 Other

All Int'l Joint Research (4 results) Journal Article (2 results) (of which Peer Reviewed: 2 results,  Open Access: 2 results,  Acknowledgement Compliant: 1 results) Presentation (33 results) (of which Int'l Joint Research: 16 results,  Invited: 7 results) Patent(Industrial Property Rights) (3 results) (of which Overseas: 1 results)

  • [Int'l Joint Research] Aalto University(フィンランド)

    • Related Report
      2019 Annual Research Report
  • [Int'l Joint Research] Aalto University(フィンランド)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] Aalto University(Finland)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] University of Namur(ベルギー)

    • Related Report
      2016 Annual Research Report
  • [Journal Article] Consideration on liquid structure contributing to discrimination capability of Liquid State Machine2020

    • Author(s)
      Tatsuro Sakaguchi and Naoki Wakamiya
    • Journal Title

      Nonlinear Theory and Its Applications, IEICE

      Volume: 11 Issue: 1 Pages: 36-59

    • DOI

      10.1587/nolta.11.36

    • NAID

      130007779376

    • ISSN
      2185-4106
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Effective Suppression of Pathological Synchronization in Cortical Networks by Highly Heterogeneous Distribution of Inhibitory Connections2016

    • Author(s)
      Hisashi Kada, Jun-nosuke Teramae, and Isao T. Tokuda
    • Journal Title

      Frontiers in Computational Neuroscience

      Volume: 10 Pages: 109-109

    • DOI

      10.3389/fncom.2016.00109

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] 人工ニューラルネットワークにおけるべき則表現と学習則2021

    • Author(s)
      後藤裕也, 立川剛至, 寺前順之介
    • Organizer
      日本物理学会第76回年次大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 結合振動子系において完全同期以外の安定平衡点を持つ密なネットワークの探索2021

    • Author(s)
      米田亮介, 立川剛至, 寺前順之介
    • Organizer
      日本物理学会第76回年次大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] Dual stochasticity in the cortex as a biologically plausible learning with the most efficient coding2020

    • Author(s)
      Jun-nosuke Teramae
    • Organizer
      The 43rd Annual Meeting of the Japan Neuroscience Society
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] A biologically plausible and effective learning algorithm for spiking neural networks2020

    • Author(s)
      Kota Yamanaka and Jun-nosuke Teramae
    • Organizer
      The 43rd Annual Meeting of the Japan Neuroscience Society
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] On high-density resource-restricted pulse-based IoT networks2020

    • Author(s)
      Ferdinand Peper, Kenji Leibnitz, Konstantinos Theofilis, Mikio Hasegawa, Naoki Wakamiya, Chiemi Tanaka, Jun-nosuke Teramae, Shinya Sekizawa, and Aohan Li
    • Organizer
      IEEE Global Communications Conference
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Analysis of reservoir structure contributing to robustness against structural failure of Liquid State Machine2020

    • Author(s)
      Yuta Okumura and N. Wakamiya
    • Organizer
      The 2nd International Workshop on Reservoir Computing
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 大脳皮質の二重の確率性に基づく生物学的に妥当な学習アルゴリズムと最適表現2020

    • Author(s)
      寺前順之介
    • Organizer
      日本物理学会第75回年次大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 確率的教師あり学習における自発活動による破滅的忘却の抑制2020

    • Author(s)
      遠藤大輔, 寺前順之介
    • Organizer
      日本物理学会第75回年次大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 確率的教師あり学習モデルにおける短期シナプス可塑性2020

    • Author(s)
      南拓也, 寺前順之介
    • Organizer
      日本物理学会第75回年次大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Consideration on structural property for robust Liquid State Machine2019

    • Author(s)
      Yuta Okumura and Naoki Wakamiya
    • Organizer
      International Symposium on Nonlinear Theory and Its Applications (NOLTA)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Consideration on Liquid Structure Contributing to Discrimination in Liquid State Machine2019

    • Author(s)
      T. Sakaguchi and N. Wakamiya
    • Organizer
      The 7th Korea-Japan Joint Workshop on Complex Communication Sciences (KJCCS 2019)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 脳の情報処理メカニズムを応用した情報通信システム2019

    • Author(s)
      若宮直紀
    • Organizer
      第66回応用物理学会春季学術講演会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] インパルス無線センサネットワークにおける脳型情報処理2019

    • Author(s)
      若宮直紀
    • Organizer
      2019年電子情報通信学会総合大会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Reinforcement Learning for Visual Attention with Scalable Size of Attentional Field2018

    • Author(s)
      Yutaro Murata, Jun-nosuke Teramae, Naoki Wakamiya
    • Organizer
      The 28th Annual Conference of the Japanese Neural Network Society (JNNS2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Analysis of LSM-Based Event Detection in Impulse-Based Wireless Sensor Networks2018

    • Author(s)
      D. Kamei and N. Wakamiya
    • Organizer
      The 2018 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Error-Correction in Neuro-inspired Spike Signaling2018

    • Author(s)
      F. Peper
    • Organizer
      電子情報通信学会複雑コミュニケーションサイエンス研究会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] リキッドステートマシンの弁別能力に寄与する構造的特性に関する考察2018

    • Author(s)
      坂口達郎, 若宮直紀
    • Organizer
      電子情報通信学会ニューロコンピューティング研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] リキッドステートマシンの構造欠損による弁別能力の低下を抑制する構造的特性に関する考察2018

    • Author(s)
      奥村祐太,若宮直紀
    • Organizer
      電子情報通信学会複雑コミュニケーションサイエンス研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Spike-based Communication Networks with Error-Correcting Capability2018

    • Author(s)
      F. Peper, K. Leibnitz, M. Hasegawa, and N. Wakamiya
    • Organizer
      日本神経回路学会誌, 25巻, 4 号, pp.157-164
    • Related Report
      2018 Annual Research Report
  • [Presentation] 脳のネットワークから脳に触発された情報ネットワーク2018

    • Author(s)
      F. Peper, T. Shimokawa, K. Leibnitz, and B. Seymour
    • Organizer
      情報通信研究機構研究報告脳情報通信融合研究特集,Vol. 64,No. 1,pp.51-58
    • Related Report
      2018 Annual Research Report
  • [Presentation] Neuromorphic Sensor Networks: Towards an Internet of Everythings?2018

    • Author(s)
      F. Peper
    • Organizer
      The 3rd Workshop on Bio-inspired Energy-Efficient Information Systems
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Communication Protocols for Highly Restricted Nodes2018

    • Author(s)
      F. Peper
    • Organizer
      NII Shonan Meeting Seminar 114: Resilient Machine-to-Machine communication
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Consideration on separation property of impulse-based wireless sensor networks2018

    • Author(s)
      D. Kamei, and N. Wakamiya
    • Organizer
      The 6th Korea-Japan Joint Workshop on Complex Communication Sciences
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Impluse-based wireless sensor network2017

    • Author(s)
      Naoki Wakamiya
    • Organizer
      International Conference and Business Expo on Wireless & Telecommunication
    • Place of Presentation
      Munich(Germany)
    • Year and Date
      2017-07-20
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Evaluation of Binary Sensing with Adaptive Thresholds in Spiking Wireless Sensor Networks2017

    • Author(s)
      F. Peper, K. Leibnitz, T. Shimokawa, J. Teramae, A. Kasamatsu, S. Tanaka, N. Wakamiya
    • Organizer
      電子情報通信学会 ASN研究会
    • Place of Presentation
      東京大学(東京)
    • Year and Date
      2017-05-25
    • Related Report
      2016 Annual Research Report
  • [Presentation] An efficient sleep/wake-up protocol for localization in impulse wireless sensor networks2017

    • Author(s)
      H. Kubota, J. Teramae, and N. Wakamiya
    • Organizer
      The 23rd Asia‐Pacific Conference on Communications
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 再帰的な選択的注意モデルにおける注意領域サイズの強化学習2017

    • Author(s)
      2.村田悠太朗, 寺前順之介, 若宮直紀
    • Organizer
      電子情報通信学会ニューロコンピューティング研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] インパルス無線センサネットワークの分離性に関する考察2017

    • Author(s)
      亀井大登,若宮直紀
    • Organizer
      電子情報通信学会複雑コミュニケーションサイエンス研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Impulse-based Wireless Sensor Network2017

    • Author(s)
      N. Wakamiya
    • Organizer
      International Conference and Business Expo on Wireless & Telecommunication
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Average consensus in asymmetric broadcasting wireless sensor networks through gossiping2016

    • Author(s)
      F. Peper, K. Leibnitz, T. Shimokawa, M.-A. Remiche
    • Organizer
      ACM International Workshop on Mobile Ubiquitous Systems, Infrastructures, Communications and AppLications 2016 (held under MobiQuitous’16)
    • Place of Presentation
      広島国際会議場(広島)
    • Year and Date
      2016-11-28
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] localization and area localization in impulse-radio wireless sensor networks2016

    • Author(s)
      H. Kubota, J. Teramae, and N. Wakamiya
    • Organizer
      IEEE SENSORS 2016
    • Place of Presentation
      オーランド(アメリカ)
    • Year and Date
      2016-10-30
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 無線センサネットワークにおける再帰的ベイズ推定を用いたマルチホップ位置推定2016

    • Author(s)
      寺前順之介, 若宮直紀
    • Organizer
      電子情報通信学会 CCS研究会
    • Place of Presentation
      余市町中央公民館(北海道)
    • Year and Date
      2016-08-09
    • Related Report
      2016 Annual Research Report
  • [Presentation] インパルス無線センサネットワークによる検出事象領域の推定手法の提案2016

    • Author(s)
      久保田遥,寺前順之介,若宮直紀
    • Organizer
      電子情報通信学会 IN研究会
    • Place of Presentation
      機械振興会館(東京)
    • Year and Date
      2016-05-19
    • Related Report
      2016 Annual Research Report
  • [Patent(Industrial Property Rights)] Communication Method and Network System2021

    • Inventor(s)
      ペパー、ライプニッツ、下川、長谷川、黒田
    • Industrial Property Rights Holder
      情報通信研究機構、東京理科大学
    • Industrial Property Rights Type
      特許
    • Filing Date
      2021
    • Related Report
      2020 Annual Research Report
    • Overseas
  • [Patent(Industrial Property Rights)] 通信方法およびネットワークシステム2018

    • Inventor(s)
      ペパー、ライプニッツ、下川、長谷川、黒田
    • Industrial Property Rights Holder
      情報通信研究機構、東京理科大学
    • Industrial Property Rights Type
      特許
    • Patent Publication Number
      2020-014093
    • Filing Date
      2018
    • Acquisition Date
      2020
    • Related Report
      2020 Annual Research Report
  • [Patent(Industrial Property Rights)] 通信方法およびネットワークシステム2018

    • Inventor(s)
      ペパー,ライプニッツ,下川,長谷川,黒田
    • Industrial Property Rights Holder
      ペパー,ライプニッツ,下川,長谷川,黒田
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2018-134365
    • Filing Date
      2018
    • Related Report
      2018 Annual Research Report

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Published: 2016-04-21   Modified: 2022-01-27  

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