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2019 Fiscal Year Research-status Report

Achieving 1-week Lifetime for 100/1000/10000 Meter Emergency Communications

Research Project

Project/Area Number 19K20250
Research InstitutionMuroran Institute of Technology

Principal Investigator

太田 香  室蘭工業大学, 大学院工学研究科, 文部科学省卓越研究員(准教授) (50713971)

Project Period (FY) 2019-04-01 – 2022-03-31
Keywords耐災害ネットワーク / D2D / ドローン / LPWAN
Outline of Annual Research Achievements

本研究の目的は、これまで注目されてこなかった災害発生時の電力不足問題に着目し、耐災害ネットワークを長期間持続でき、かつ安定性が高く、さらに広域で利用するための基盤技術を研究開発することである。本研究では、通信範囲の異なる3つのレイヤーで構成される耐災害ネットワークを提案し、初年度は第一レイヤーであるモバイル端末で構成されるD2Dサブネットワークの構築に関する技術を中心に研究を推進した。研究成果の一部は、IEEEを主とした国際学術論文誌や国際会議にて発表した。モバイル端末によるクラウドセンシングを行うシナリオを考慮し、深層強化学習を適用したタスクスケジューリング戦略を提案した。研究成果はオープンアクセスジャーナルのACM Transactions on Internet Technologyにて発表した。また、モバイル端末だけでなく、広く普及しているIoT機器を1つの端末としてD2Dサブネットワークに取り込み、緊急通信ネットワークを構築する技術を国際会議ICPADS 2019で発表した。さらに、ドローンが搭載カメラからの映像を元に自律的に飛行経路を調整する技術を開発し、CPSCom2019で発表した。これらの2編の論文は、ともにBest Paper Awardを受賞している。提案技術を適用して、ドローンを無線アクセスポイントとしてWiFiネットワークをモバイル端末に提供するデモシステムを開発し、アンドロイド端末を用いて実証実験を行った。

Current Status of Research Progress
Current Status of Research Progress

2: Research has progressed on the whole more than it was originally planned.

Reason

当初の予定どおり、提案する耐災害ネットワークにおける第一レイヤーであるD2Dサブネットワークに関する研究を行い、その成果の一部は査読付き国際学術論文22編、国際会議論文12編として発表し、そのうち3編はBest Paper Awardを受賞している。さらに、提案技術を適用したデモシステムの開発と実験も行うことができたため、研究進捗はおおむね順調であるといえる。

Strategy for Future Research Activity

次年度は、予定通り、提案する耐災害ネットワークにおける第2レイヤーであるUAV(ドローン)によるWiFiの構築を中心に研究を推進する。前年度までは、単一のUAVのみを考慮していたが、複数のUAVを取り入れた場合に発生する様々な複雑な課題について取り組む。具体的には、UAVの飛行時間、出発地や目的地、連携方法など、エネルギー消費に影響する要因全て考慮した最適なUAV経路設計や、UAVの最適な配置とユーザの通信エリアの最大化の問題に取り組む。

Causes of Carryover

年度末に予定していた出張や実験が新型コロナウィルスの影響を受けて中止となったため、計上していた予算が次年度に繰越となったが、次年度以降の研究計画に変更はなく、前年度の研究費も含め、当初の予定通りの計画を進めていく。

  • Research Products

    (38 results)

All 2020 2019 Other

All Int'l Joint Research (2 results) Journal Article (22 results) (of which Int'l Joint Research: 14 results,  Peer Reviewed: 22 results,  Open Access: 2 results) Presentation (13 results) (of which Int'l Joint Research: 12 results,  Invited: 2 results) Remarks (1 results)

  • [Int'l Joint Research] 上海交通大学/中南大学/華中科技大学(中国)

    • Country Name
      CHINA
    • Counterpart Institution
      上海交通大学/中南大学/華中科技大学
    • # of Other Institutions
      12
  • [Int'l Joint Research] フンボルト大学(ベルギー)

    • Country Name
      BELGIUM
    • Counterpart Institution
      フンボルト大学
  • [Journal Article] Multiattribute-Based Double Auction Toward Resource Allocation in Vehicular Fog Computing2020

    • Author(s)
      Peng Xiting、Ota Kaoru、Dong Mianxiong
    • Journal Title

      IEEE Internet of Things Journal

      Volume: 7 Pages: 3094~3103

    • DOI

      10.1109/JIOT.2020.2965009

    • Peer Reviewed
  • [Journal Article] A Broad Learning-Driven Network Traffic Analysis System Based on Fog Computing Paradigm2020

    • Author(s)
      Xiting Peng, Kaoru Ota, Mianxiong Dong
    • Journal Title

      China Communications

      Volume: 17 Pages: 1-13

    • Peer Reviewed
  • [Journal Article] Recommender System-Based Diffusion Inferring for Open Social Networks2020

    • Author(s)
      Yang Xiao、Dong Mianxiong、Chen Xiuzhen、Ota Kaoru
    • Journal Title

      IEEE Transactions on Computational Social Systems

      Volume: 7 Pages: 24~34

    • DOI

      10.1109/TCSS.2019.2950139

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Intelligent resource allocation management for vehicles network: An A3C learning approach2020

    • Author(s)
      Chen Miaojiang、Wang Tian、Ota Kaoru、Dong Mianxiong、Zhao Ming、Liu Anfeng
    • Journal Title

      Computer Communications

      Volume: 151 Pages: 485~494

    • DOI

      10.1016/j.comcom.2019.12.054

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Enabling Computational Intelligence for Green Internet of Things: Data-Driven Adaptation in LPWA Networking2020

    • Author(s)
      Zhang Chaofeng、Dong Mianxiong、Ota Kaoru
    • Journal Title

      IEEE Computational Intelligence Magazine

      Volume: 15 Pages: 32~43

    • DOI

      10.1109/MCI.2019.2954642

    • Peer Reviewed
  • [Journal Article] Application-Aware Consensus Management for Software-Defined Intelligent Blockchain in IoT2020

    • Author(s)
      Wu Jun、Dong Mianxiong、Ota Kaoru、Li Jianhua、Yang Wu
    • Journal Title

      IEEE Network

      Volume: 34 Pages: 69~75

    • DOI

      10.1109/MNET.001.1900179

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Battery Maintenance of Pedelec Sharing System: Big Data Based Usage Prediction and Replenishment Scheduling2020

    • Author(s)
      Zhang Chaofeng、Dong Mianxiong、Luan Tom H.、Ota Kaoru
    • Journal Title

      IEEE Transactions on Network Science and Engineering

      Volume: 7 Pages: 127~138

    • DOI

      10.1109/TNSE.2019.2901833

    • Peer Reviewed
  • [Journal Article] Secure and Efficient Vehicle-to-Grid Energy Trading in Cyber Physical Systems: Integration of Blockchain and Edge Computing2020

    • Author(s)
      Zhou Zhenyu、Wang Bingchen、Dong Mianxiong、Ota Kaoru
    • Journal Title

      IEEE Transactions on Systems, Man, and Cybernetics: Systems

      Volume: 50 Pages: 43~57

    • DOI

      10.1109/TSMC.2019.2896323

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Adaptive data and verified message disjoint security routing for gathering big data in energy harvesting networks2020

    • Author(s)
      Liu Xiao、Liu Anfeng、Wang Tian、Ota Kaoru、Dong Mianxiong、Liu Yuxin、Cai Zhiping
    • Journal Title

      Journal of Parallel and Distributed Computing

      Volume: 135 Pages: 140~155

    • DOI

      10.1016/j.jpdc.2019.08.012

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] FCSS: Fog-Computing-based Content-Aware Filtering for Security Services in Information-Centric Social Networks2019

    • Author(s)
      Wu Jun、Dong Mianxiong、Ota Kaoru、Li Jianhua、Guan Zhitao
    • Journal Title

      IEEE Transactions on Emerging Topics in Computing

      Volume: 7 Pages: 553~564

    • DOI

      10.1109/TETC.2017.2747158

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A Real Plug-and-Play Fog: Implementation of Service Placement in Wireless Multimedia Networks2019

    • Author(s)
      Jianwen Xu,Kaoru Ota,Mianxiong Dong
    • Journal Title

      China Communications

      Volume: 16 Pages: 191-201

    • Peer Reviewed
  • [Journal Article] Hierarchical Posture Representation for Robust Action Recognition2019

    • Author(s)
      Chen Yi、Yu Li、Ota Kaoru、Dong Mianxiong
    • Journal Title

      IEEE Transactions on Computational Social Systems

      Volume: 6 Pages: 1115~1125

    • DOI

      10.1109/TCSS.2019.2934639

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Edge-Assisted Stream Scheduling Scheme for the Green-Communication-Based IoT2019

    • Author(s)
      Wang Licheng、Meng Yan、Zhu Haojin、Tang Minxing、Ota Kaoru
    • Journal Title

      IEEE Internet of Things Journal

      Volume: 6 Pages: 7282~7292

    • DOI

      10.1109/JIOT.2019.2915793

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] MultiSpectralNet: Spectral Clustering Using Deep Neural Network for Multi-View Data2019

    • Author(s)
      Huang Shuning、Ota Kaoru、Dong Mianxiong、Li Fanzhang
    • Journal Title

      IEEE Transactions on Computational Social Systems

      Volume: 6 Pages: 749~760

    • DOI

      10.1109/TCSS.2019.2926450

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] LS-SDV: Virtual Network Management in Large-Scale Software-Defined IoT2019

    • Author(s)
      Li He、Ota Kaoru、Dong Mianxiong
    • Journal Title

      IEEE Journal on Selected Areas in Communications

      Volume: 37 Pages: 1783~1793

    • DOI

      10.1109/JSAC.2019.2927099

    • Peer Reviewed
  • [Journal Article] Fog-Computing-Enabled Cognitive Network Function Virtualization for an Information-Centric Future Internet2019

    • Author(s)
      Wu Jun、Dong Mianxiong、Ota Kaoru、Li Jianhua、Yang Wu、Wang Meng
    • Journal Title

      IEEE Communications Magazine

      Volume: 57 Pages: 48~54

    • DOI

      10.1109/MCOM.2019.1800778

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Achieving Privacy-Friendly Storage and Secure Statistics for Smart Meter Data on Outsourced Clouds2019

    • Author(s)
      Zhang Zijian、Dong Mianxiong、Zhu Liehuang、Guan Zhitao、Chen Ruoyu、Xu Rixin、Ota Kaoru
    • Journal Title

      IEEE Transactions on Cloud Computing

      Volume: 7 Pages: 638~649

    • DOI

      10.1109/TCC.2017.2685583

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] AAIoT: Accelerating Artificial Intelligence in IoT Systems2019

    • Author(s)
      Zhou Jingyue、Wang Yihuai、Ota Kaoru、Dong Mianxiong
    • Journal Title

      IEEE Wireless Communications Letters

      Volume: 8 Pages: 825~828

    • DOI

      10.1109/LWC.2019.2894703

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Assistant Vehicle Localization Based on Three Collaborative Base Stations via SBL-Based Robust DOA Estimation2019

    • Author(s)
      Wang Huafei、Wan Liangtian、Dong Mianxiong、Ota Kaoru、Wang Xianpeng
    • Journal Title

      IEEE Internet of Things Journal

      Volume: 6 Pages: 5766~5777

    • DOI

      10.1109/JIOT.2019.2905788

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Energy Efficient Hybrid Edge Caching Scheme for Tactile Internet in 5G2019

    • Author(s)
      Xu Jianwen、Ota Kaoru、Dong Mianxiong
    • Journal Title

      IEEE Transactions on Green Communications and Networking

      Volume: 3 Pages: 483~493

    • DOI

      10.1109/TGCN.2019.2905225

    • Peer Reviewed
  • [Journal Article] Deep Reinforcement Scheduling for Mobile Crowdsensing in Fog Computing2019

    • Author(s)
      Li He、Ota Kaoru、Dong Mianxiong
    • Journal Title

      ACM Transactions on Internet Technology

      Volume: 19 Pages: 1~18

    • DOI

      10.1145/3234463

    • Peer Reviewed / Open Access
  • [Journal Article] Edge-MapReduce-Based Intelligent Information-Centric IoV: Cognitive Route Planning2019

    • Author(s)
      Zhao Chengcheng、Dong Mianxiong、Ota Kaoru、Li Jianhua、Wu Jun
    • Journal Title

      IEEE Access

      Volume: 7 Pages: 50549~50560

    • DOI

      10.1109/ACCESS.2019.2911343

    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] Making Big Data Intelligent Storable at the Edge: Storage Resource Intelligent Orchestration2019

    • Author(s)
      Fuli Qiao, Mianxiong Dong, Kaoru Ota, Siyi Liao, Jun Wu, Jianhua Li
    • Organizer
      2019 IEEE Global Communications Conference (GLOBECOM)
    • Int'l Joint Research
  • [Presentation] SCEH: Smart Customized E-Health Framework for Countryside Using Edge AI and Body Sensor Networks2019

    • Author(s)
      Chuanhua Xu, Mianxiong Dong, Kaoru Ota, Jianhua Li, Wu Yang, Jun Wu
    • Organizer
      2019 IEEE Global Communications Conference (GLOBECOM)
    • Int'l Joint Research
  • [Presentation] 非常時における通信ネットワークの即時構築に関する研究2019

    • Author(s)
      太田香
    • Organizer
      電子情報通信学会無線通信システム研究会
    • Invited
  • [Presentation] Always Connected Things: Building Disaster Resilience IoT Communications2019

    • Author(s)
      He Li, Kaoru Ota, Mianxiong Dong
    • Organizer
      2019 IEEE 25th International Conference on Parallel and Distributed Systems (ICPADS)
    • Int'l Joint Research
  • [Presentation] Perfect Matching: Edge Computing for the Internet of Multimedia Things2019

    • Author(s)
      Zujun Tang, Kaoru Ota, Mianxiong Dong
    • Organizer
      2019 International Symposium on Multimedia and Communication Technology (ISMAC 2019)
    • Int'l Joint Research
  • [Presentation] LUNA: Lightweight UAV Navigation Based on Airborne Vision for Disaster Management2019

    • Author(s)
      Jianwen Xu, Kaoru Ota, Mianxiong Dong
    • Organizer
      The 12th IEEE International Conference on Cyber, Physical and Social Computing (CPSCom 2019)
    • Int'l Joint Research
  • [Presentation] Toward Software Defined Dynamic Defense as A Service for 5G-Enabled Vehicular Networks2019

    • Author(s)
      Haotian Xu, Mianxiong Dong, Kaoru Ota, Jun Wu, Jianhua Li
    • Organizer
      The 15th IEEE International Conference on Green Computing and Communications (GreenCom 2019)
    • Int'l Joint Research / Invited
  • [Presentation] Edge Computing based Traffic Analysis System Using Broad Learning2019

    • Author(s)
      Xiting Peng, Kaoru Ota, Mianxiong Dong
    • Organizer
      EAI International Conference on Artificial Intelligence for Communications and Networks (AICON 2019)
    • Int'l Joint Research
  • [Presentation] NSTN:Name-based Smart Tracking for Network Status in Information-Centric Internet of Things2019

    • Author(s)
      Liqun Cui, Mianxiong Dong, Kaoru Ota, Jun Wu, Jianhua Li, Wu Yang
    • Organizer
      IEEE International Conference on Communications (ICC)
    • Int'l Joint Research
  • [Presentation] SCTD: Smart Reasoning based Content Threat Defense in Semantics Knowledge enhanced ICN2019

    • Author(s)
      Yi Liu, Mianxiong Dong, Kaoru Ota, Jun Wu, Jianhua Li, Hao Chen
    • Organizer
      IEEE International Conference on Communications (ICC)
    • Int'l Joint Research
  • [Presentation] Security Function Virtualization based Moving Target Defense of SDN-enabled Smart Grid2019

    • Author(s)
      Gengshen Lin, Mianxiong Dong, Kaoru Ota, Jianhua Li, Wu Yang, Jun Wu
    • Organizer
      IEEE International Conference on Communications (ICC)
    • Int'l Joint Research
  • [Presentation] Dealer: An Efficient Pricing Strategy for Deep-Learning-as-a-Service2019

    • Author(s)
      Wuyunzhaola Borjigin, Mianxiong Dong, Kaoru Ota
    • Organizer
      IEEE International Conference on Communications (ICC)
    • Int'l Joint Research
  • [Presentation] Chaos-based Delay-Constrained Green Security Communications for Fog-enabled Information-Centric Multimedia Network2019

    • Author(s)
      Yiwen Zhou, Qili Shen, Mianxiong Dong, Kaoru Ota, Jun Wu
    • Organizer
      2019 IEEE 89th Vehicular Technology Conference (VTC2019-Spring)
    • Int'l Joint Research
  • [Remarks] Welcome to Kaoru Ota's Website

    • URL

      http://www3.muroran-it.ac.jp/enes/~ota/index.html

URL: 

Published: 2021-01-27  

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