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2016 Fiscal Year Annual Research Report

Scalable Distributed Systems based on Echo Model

Research Project

Project/Area Number 15H02695
Research InstitutionHosei University

Principal Investigator

滝沢 誠  法政大学, 理工学部, 教授 (80188119)

Co-Investigator(Kenkyū-buntansha) 榎戸 智也  立正大学, 経営学部, 教授 (10360158)
Barolli Leonard  福岡工業大学, 情報工学部, 教授 (40312722)
Project Period (FY) 2015-04-01 – 2019-03-31
Keywordsエコ分散システム / 電力消費モデル / 計算モデル / サーバ選択アルゴリズム / 多レベル電力消費モデル / エコ分散シミュレータ / 仮想マシン移行モデル
Outline of Annual Research Achievements

情報システムでは、処理時間等の性能目標を達成することに加えて、新たに消費電力を削減することがエコ社会を実現するために必須の課題となっている。本研究では、ハードウェア要素の消費電力を考えるのではなく、サーバ等の情報機器が応用プロセスを実行したときの機器全体で消費される電力を考えている点に特長がある。大規模分散型システムを対象として、ソフトウェアとサービス利用の観点から、性能目標に加えて消費電力を低減するためのモデルと方式の研究を行う。
第二年度では、まず情報機器の電力消費モデル、計算モデルと、サーバ選択、仮想マシン移行等のための各種アルゴリズムの評価を行うための「エコ分散シミュレータ」の研究開発を行った。本年度導入した開発用サーバを利用し、エコシミュレータの開発を行うとともに評価を行った。本シミュレータを用いて、これまで研究を行ってきたサーバ選択アルゴリズムの評価を行い、サーバクラスタで広く用いられてきたラウンドロビン・アルゴリズム等と比較を行った。この結果、サーバクラスタ全体の消費電力を低減でき、かつ応用プロセスの平均実行時間を短縮できることを示した。また、ホストサーバで実行されているプロセスをより消費電力の少ないサーバに移行させるアルゴリズムも研究を行い、評価を行った。評価データは、本年度導入したサーバに蓄積し、解析を行っている。
次に、サーバの多重化等による信頼性向上と、これによる消費電力の増加の関連についての研究を行った。

Current Status of Research Progress
Current Status of Research Progress

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

Reason

今年度は、サーバで応用プロセスを実行させたときのサーバ全体の消費電力を与えるマクロレベルの電力消費モデル、プロセスの実行時間を与える計算モデルを研究した。加えて、クラスタ全体の消費電力を低減するサーバ選択アルゴリズム、仮想マシンの移行(migration)アルゴリズム、信頼性向上のためのプロセス多重化方式の研究を行った。これらの研究成果は、国際学術論文誌、IEEE AINA等の国際会議で論文として発表を行い、Best paper賞(NBiS-2016, Ostrava, Czech)を受賞する等、国際的にも高い評価を得ることができた。特に、エコ分散シミュレータの研究開発を開発用サーバ(今年度導入)で行い、考案してきた種々のアルゴリズムの評価を行うことが可能となった。実際に、各種のサーバ選択アルゴリズム、プロセス移行アルゴリズムの評価を行い、クラスタ内の全サーバの消費電力を低減し、各応用プロセスの平均実行時間を短縮できるように改良を行なえた。これらの研究成果を生かして、来年度の研究を推進予定である。

Strategy for Future Research Activity

これまでに研究を行ってきた、サーバで各種応用プロセスを実行したときの消費電力を与える電力消費(power consumption)モデルを、新しいアーキテクチャのコンピュータに加えて、サーバ以外のセンサー、ロボット等の情報機器に適用できるように改良を行う。また、AMD社等から提供されてきている新しいCPUを備えたサーバ等の情報機器についても実験を行い、申請者の提案しているマクロレベル方法論に基づいて電力消費モデルの改良、改善、発展を行う。同様に、実験を通して、サーバ上で応用プロセスの実行時間を与える計算(computation)モデルについても研究する。
今年度研究開発を行ったエコ分散シミュレータの改良を行い、モデルとアルゴリズムの評価を行う。特に、仮想マシン(virtual machine)をサーバ間で移行させるためのシミュレーション機能を設け、サーバの消費電力、プロセスの実行時間等についての評価を行う。また、研究室内の実際のサーバ機でプロセスを実行させ、仮想マシンの移行実験を行い評価を行う。

  • Research Products

    (44 results)

All 2017 2016

All Journal Article (7 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 7 results,  Acknowledgement Compliant: 2 results) Presentation (35 results) (of which Int'l Joint Research: 35 results) Book (2 results)

  • [Journal Article] An Energy-aware Load Balancing Algorithm to Perform Computation Type Application Processes in a Cluster of Servers2017

    • Author(s)
      Tomoya Enokido, Dilawaer Duolikun, and Makoto Takizawa
    • Journal Title

      International Journal of Web and Grid Services

      Volume: 13 Pages: 145-169

    • DOI

      10.1504/IJWGS.2017.10004125

    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Experimental results of a Raspberry Pi and OLSR based wireless content centric network testbed: comparison of different platforms2017

    • Author(s)
      Admir Barolli, Donald Elmazi, Ryoichiro Obukata, Tetsuya Oda, Makoto Ikeda, and Leonard Barolli
    • Journal Title

      International Jurnal of Web and Grid Services

      Volume: 13 Pages: 131-141

    • DOI

      10.1504/IJWGS.2017.082064

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A Read-write Abortion Protocol to Prevent Illegal Information Flow in Role-based Access Control Systems2016

    • Author(s)
      Shigenari Nakamura, Dilawaer Duolikun, Tomoya Enokido, and Makoto Takizawa
    • Journal Title

      International Journal of Space-Based and Situated Computing

      Volume: 6(1) Pages: 43-53

    • DOI

      10.1504/IJSSC.2016.076564

    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Medical Image Analysis by Cognitive Information Systems - a Review2016

    • Author(s)
      Lidia Ogiela and Makoto Takizawa
    • Journal Title

      Journal of Medical Systems

      Volume: 40 Pages: 1-6

    • DOI

      DOI: 10.1007/s10916-016-0566-6

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Interface and Results Visualization of WMN-GA Simulation System: Evaluation for Exponential and Weibull Distributions Considering Different Transmission Rates2016

    • Author(s)
      Admir Barolli, Vincent Loia, Tetsuya Oda, Leonard Barolli, Fatos Xhafa, and Makoto Takizawa
    • Journal Title

      Computer Standards and Interfaces

      Volume: 44 Pages: 150-158

    • DOI

      10.1016/j.csi.2015.04.003

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Implementation and Evaluation of a Simulation System Based on Particle Swarm Optimization for Node Placement Problem in Wireless Mesh Networks2016

    • Author(s)
      Shinji Sakamoto, Tetsuya Oda, Makoto Ikeda, Leonard Barolli, and Fatos Xhafa
    • Journal Title

      International Journal of Communication Networks and Distributed Systems

      Volume: 17 Pages: 1-13

    • DOI

      10.1504/IJCNDS.2016.077935

    • Peer Reviewed
  • [Journal Article] A comparison Study for Two Fuzzy-based Systems: improving Reliability and Security of JXTA-overlay P2P Platform2016

    • Author(s)
      Yi Liu, Shinji Sakamoto, Keita Matsuo, Makoto Ikeda, Leonard Barolli, and Fatos Xhafa
    • Journal Title

      Soft Computing

      Volume: 20 Pages: 2677-2687

    • DOI

      10.1007/s00500-015-1667-8

    • Peer Reviewed
  • [Presentation] Differentiating the Starting Time of Computation Process Replicas in the Improved Redundant Delay Time-Based (IRDTB) Algorithm2017

    • Author(s)
      Tomoya Enokido and Makoto Takizawa
    • Organizer
      IEEE the 31th International Conference on Advanced Information Networking and Applications (AINA-2017)
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2017-03-27 – 2017-03-29
    • Int'l Joint Research
  • [Presentation] Evaluation of Protocols to Prevent Illegal Information Flow in Peer-to-Peer Publish/Subscribe Systems2017

    • Author(s)
      Shigenari Nakamura, Lidia Ogiela, Tomoya Enokido, and Makoto Takizawa
    • Organizer
      IEEE the 31th International Conference on Advanced Information Networking and Applications (AINA-2017)
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2017-03-27 – 2017-03-29
    • Int'l Joint Research
  • [Presentation] Algorithms to Energy-efficiently Select a Server for a General Process in a Scalable Cluster2017

    • Author(s)
      Atsuhiro Sawada, Shigenari Nakamura, Hiroki Kataoka, Tomoya Enokido, and Makoto Takizawa
    • Organizer
      IEEE the 31th International Conference on Advanced Information Networking and Applications (AINA-2017)
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2017-03-27 – 2017-03-29
    • Int'l Joint Research
  • [Presentation] A Trustworthiness-based Ad-hoc Routing Protocol in Wireless Networks2017

    • Author(s)
      Emi Ogawa, Shigenari Nakamura, and Makoto Takizawa
    • Organizer
      IEEE the 31th International Conference on Advanced Information Networking and Applications (AINA-2017)
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2017-03-27 – 2017-03-29
    • Int'l Joint Research
  • [Presentation] Energy-aware Virtual Machine Migration Models in a Scalable Cluster of Servers2017

    • Author(s)
      Ryo Watanabe, Dilawaer Duolikum, Tomoya Enokido, and Makoto Takizawa
    • Organizer
      IEEE the 31th International Conference on Advanced Information Networking and Applications (AINA-2017)
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2017-03-27 – 2017-03-29
    • Int'l Joint Research
  • [Presentation] A Model for Migration of Virtual Machines to Reduce Electric Energy Consumption2017

    • Author(s)
      Dilawaer Duolikum, Ryo Watanabe, Tomoya Enokido, and Makoto Takizawa
    • Organizer
      IEEE the 31th International Conference on Advanced Information Networking and Applications (AINA-2017)
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2017-03-27 – 2017-03-29
    • Int'l Joint Research
  • [Presentation] Simple Energy-aware Algorithms for Selecting a Server in a Scalable Cluster2017

    • Author(s)
      Hiroki Kataoka, Shigenari Nakamura, Tomoya Enokido, and Makoto Takizawa
    • Organizer
      the 31st International Conference on Advanced Information Networking and Applications Workshops (WAINA-2017)
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2017-03-27 – 2017-03-29
    • Int'l Joint Research
  • [Presentation] Topic-based Selective Delivery of Event Messages in Peer-to-peer Model of Publish/Subscribe Systems in Heterogeneous Networks2017

    • Author(s)
      Hiroki Nakayama, Emi Ogawa, Shigenari Nakamura, Tomoya Enokido, and Makoto Takizawa
    • Organizer
      the 31st International Conference on Advanced Information Networking and Applications Workshops (WAINA-2017)
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2017-03-27 – 2017-03-29
    • Int'l Joint Research
  • [Presentation] An Energy-Efficient Process Replication Algorithm in Virtual Machine Environments2016

    • Author(s)
      Tomoya Enokido and Makoto Takizawa
    • Organizer
      the 11th International Conference on Broadband, Wireless Computing, Communication and Applications (BWCCA-2016)
    • Place of Presentation
      Asan, Korea
    • Year and Date
      2016-11-05 – 2016-11-07
    • Int'l Joint Research
  • [Presentation] Energy-aware Migration of Virtual Machines in a Cluster2016

    • Author(s)
      Dilawaer Duolikun, Shigenari Nakamura, Ryo Watanabe, Tomoya Enokido, and Makoto Takizawa
    • Organizer
      the 11th International Conference on Broadband, Wireless Computing, Communication and Applications (BWCCA-2016)
    • Place of Presentation
      Asan, Korea
    • Year and Date
      2016-11-05 – 2016-11-07
    • Int'l Joint Research
  • [Presentation] Topic-based Synchronization (TBS) Protocols to Prevent Illegal Information Flow in Peer-to-Peer Publish/Subscribe Systems2016

    • Author(s)
      Shigenari Nakamura, Tokoya Enokido, and Makoto Takizawa
    • Organizer
      the 11th International Conference on Broadband, Wireless Computing, Communication and Applications (BWCCA-2016)
    • Place of Presentation
      Asan, Korea
    • Year and Date
      2016-11-05 – 2016-11-07
    • Int'l Joint Research
  • [Presentation] Energy-aware Server Selection Algorithms for Storage and Computation Processes2016

    • Author(s)
      Atsuhiro Sawada, Hiroki Kataoka, Dilawaer Duolikun, Tomoya Enokido, and Makoto Takizawa
    • Organizer
      the 11th International Conference on Broadband, Wireless Computing, Communication and Applications (BWCCA-2016)
    • Place of Presentation
      Asan, Korea
    • Year and Date
      2016-11-05 – 2016-11-07
    • Int'l Joint Research
  • [Presentation] An Energy-efficient Migration Model of Processes with Virtual Machines in a Server Clusters2016

    • Author(s)
      Ryo Watanabe, Dilawaer Duolikum, Tomoya Enokido, and Makoto Takizawa
    • Organizer
      the 11th International Conference on Broadband, Wireless Computing, Communication and Applications (BWCCA-2016)
    • Place of Presentation
      Asan, Korea
    • Year and Date
      2016-11-05 – 2016-11-07
    • Int'l Joint Research
  • [Presentation] An Energy-efficient and Reliable Protocol in Wireless Networks2016

    • Author(s)
      Emi Ogawa, Shigenari Nakamura, and Makoto Takizawa
    • Organizer
      the 18-th International Symposium on Multimedia Network Systems and Applications (MNSA-2016)
    • Place of Presentation
      Asan, Korea
    • Year and Date
      2016-11-05 – 2016-11-07
    • Int'l Joint Research
  • [Presentation] Experimental Results of a Raspberry Pi Based WMN Testbed in Indoor Environment: A Comparison Study of LoS and NLoS Scenarios2016

    • Author(s)
      Tetsuya Oda, Donald Elmazi, Masafumi Yamada, Ryoichiro Obukata, Leonard Barolli, and Makoto Takizawa,
    • Organizer
      the 19th International Conference on Network-based Information Systems (NBiS-2016)
    • Place of Presentation
      Ostrava, Czech Republic
    • Year and Date
      2016-09-07 – 2016-09-09
    • Int'l Joint Research
  • [Presentation] Performance Analysis of WMNs by WMN-GA Simulation System for Different WMN Architectures and TCP Congestion-Avoidance Algorithms Considering Uniform Distribution,2016

    • Author(s)
      Admir Barolli, Tetsuya Oda, Ilir Shinko, Leonard Barolli, Fatos Xhafa, and Makoto Takizawa
    • Organizer
      the 19th International Conference on Network-based Information Systems (NBiS-2016)
    • Place of Presentation
      Ostrava, Czech Republic
    • Year and Date
      2016-09-07 – 2016-09-09
    • Int'l Joint Research
  • [Presentation] Subscription Initialization (SI) Protocol to Prevent Illegal Information Flow in Peer-to-Peer Publish/Subscribe Systems2016

    • Author(s)
      Shigenari Nakamura, Tomoya Enokido, and Makoto Takizawa
    • Organizer
      the 19th International Conference on Network-based Information Systems (NBiS-2016)
    • Place of Presentation
      Ostrava, Czech Republic
    • Year and Date
      2016-09-07 – 2016-09-09
    • Int'l Joint Research
  • [Presentation] A Model for Energy-Aware Migration of Virtual Machines2016

    • Author(s)
      Dilawae Duolikun, Ryo Watanabe, Tomoya Enokido, and Makoto Takizawa
    • Organizer
      the 19th International Conference on Network-based Information Systems (NBiS-2016)
    • Place of Presentation
      Ostrava, Czech Republic
    • Year and Date
      2016-09-07 – 2016-09-09
    • Int'l Joint Research
  • [Presentation] Power Control Scheme for Underlay Approach in Cognitive Radio Networks2016

    • Author(s)
      Monika Pathak, Sanjay Kumar Dhurandher, Isaac Woungang, Bhagyashri Tushir, Vinesh Kumar, Makoto Takizawa, and Leonard Barolli,
    • Organizer
      the 19th International Conference on Network-based Information Systems (NBiS-2016)
    • Place of Presentation
      Ostrava, Czech Republic
    • Year and Date
      2016-09-07 – 2016-09-09
    • Int'l Joint Research
  • [Presentation] Multi-level Power Consumption and Computation Models and Energy-Efficient Server Selection Algorithms in a Scalable Cluster2016

    • Author(s)
      Hiroki Kataoka, Atsuhiro Sawada, Dilawaer Duolikun, Tomoya Enokido, and Makoto Takizawa
    • Organizer
      the 19th International Conference on Network-based Information Systems (NBiS-2016)
    • Place of Presentation
      Ostrava, Czech Republic
    • Year and Date
      2016-09-07 – 2016-09-09
    • Int'l Joint Research
  • [Presentation] Selection Algorithms to Select Energy-Efficient Servers for Storage and Computation Processes2016

    • Author(s)
      Atsuhiro Sawada, Hiroki Kataoka, Dilawaer Duolikun, Tomoya Enokido, and Makoto Takizawa
    • Organizer
      the 19th International Conference on Network-based Information Systems (NBiS-2016)
    • Place of Presentation
      Ostrava, Czech Republic
    • Year and Date
      2016-09-07 – 2016-09-09
    • Int'l Joint Research
  • [Presentation] The Improved Redundant Delay Time-Based (IRDTB) Algorithm to Perform Computation Type Application Processes in Heterogeneous Server Clusters2016

    • Author(s)
      Tomoya Enokido and Makoto Takizawa
    • Organizer
      the 19th International Conference on Network-based Information Systems (NBiS-2016)
    • Place of Presentation
      Ostrava, Czech Republic
    • Year and Date
      2016-09-07 – 2016-09-09
    • Int'l Joint Research
  • [Presentation] An Eco Model of Process Migration with Virtual Machines2016

    • Author(s)
      Ryo Watanabe, Dilawaer Duolikun, Tomoya Enokido, and Makoto Takizawa
    • Organizer
      the 19th International Conference on Network-based Information Systems (NBiS-2016)
    • Place of Presentation
      Ostrava, Czech Republic
    • Year and Date
      2016-09-07 – 2016-09-09
    • Int'l Joint Research
  • [Presentation] Topic-Based Causally Ordered Delivery of Event Messages in a Peer-to-Peer (P2P) Model of Publish/Subscribe System2016

    • Author(s)
      Hiroki Nakayama, Shigenari Nakamura, Tomoya Enokido, and Makoto Takizawa
    • Organizer
      the 19th International Conference on Network-based Information Systems (NBiS-2016)
    • Place of Presentation
      Ostrava, Czech Republic
    • Year and Date
      2016-09-07 – 2016-09-09
    • Int'l Joint Research
  • [Presentation] A Neural Network Based User Identification for Tor Networks: Comparison Analysis of Different Activation Functions Using Friedman Test2016

    • Author(s)
      Tetsuya Oda, Ryoichiro Obukata, Masafumi Yamada, Masahiro Hiyama, Leonard Barolli, and Makoto Takizawa
    • Organizer
      the 19th International Conference on Network-based Information Systems (NBiS-2016)
    • Place of Presentation
      Ostrava, Czech Republic
    • Year and Date
      2016-09-07 – 2016-09-09
    • Int'l Joint Research
  • [Presentation] The Extended Power Consumption Model to Perform Computation Type Application Processes on Virtual Machines2016

    • Author(s)
      Tomoya Enokido and Makoto Takizawa
    • Organizer
      the 10th International Conference on Complex, Intelligent, and Software Intensive Systems (CISIS-2016)
    • Place of Presentation
      Fukuoka, Japan
    • Year and Date
      2016-07-06 – 2016-07-08
    • Int'l Joint Research
  • [Presentation] A Centrality-Based History Prediction Routing Protocol for Opportunistic Networks2016

    • Author(s)
      Amarpreet Bamrah, Isaac Woungang, Leonard Barolli, Sanjay Kumar Dhurandher, Glaucio H. S. Carvalho, and Makoto Takizawa
    • Organizer
      the 10th International Conference on Complex, Intelligent, and Software Intensive Systems (CISIS-2016
    • Place of Presentation
      Fukuoka, Japan
    • Year and Date
      2016-07-06 – 2016-07-08
    • Int'l Joint Research
  • [Presentation] Scalable Group Communication Protocols in the Peer-to-Peer Model of Topic-Based Publish/Subscribe Systems2016

    • Author(s)
      Hiroki Nakayama, Shigenari Nakamura, Tomoya Enokido, and Makoto Takizawa
    • Organizer
      the 10th International Conference on Complex, Intelligent, and Software Intensive Systems (CISIS-2016
    • Place of Presentation
      Fukuoka, Japan
    • Year and Date
      2016-07-06 – 2016-07-08
    • Int'l Joint Research
  • [Presentation] Information Flow Control Models in Peer-to-Peer Publish/Subscribe Systems2016

    • Author(s)
      Shigenari Nakamura, Tomoya Enokido, and Makoto Takizawa
    • Organizer
      the 10th International Conference on Complex, Intelligent, and Software Intensive Systems (CISIS-2016
    • Place of Presentation
      Fukuoka, Japan
    • Year and Date
      2016-07-06 – 2016-07-08
    • Int'l Joint Research
  • [Presentation] Experimental Results of a Raspberry Pi Based Wireless Mesh Network Testbed Considering TCP and LoS Scenario2016

    • Author(s)
      Tetsuya Oda, Masafumi Yamada, Ryoichiro Obukata, Leonard Barolli, Isaac Woungang, and Makoto Takizawa,
    • Organizer
      the 10th International Conference on Complex, Intelligent, and Software Intensive Systems (CISIS-2016
    • Place of Presentation
      Fukuoka, Japan
    • Year and Date
      2016-07-06 – 2016-07-08
    • Int'l Joint Research
  • [Presentation] Energy-Aware Algorithms to Select Servers in Scalable Clusters2016

    • Author(s)
      Hiroki Kataoka, Atsuhiro Sawada, Dilawaer Duolikun, Tomoya Enokido, and Makoto Takizawa
    • Organizer
      the 10th International Conference on Complex, Intelligent, and Software Intensive Systems (CISIS-2016
    • Place of Presentation
      Fukuoka, Japan
    • Year and Date
      2016-07-06 – 2016-07-08
    • Int'l Joint Research
  • [Presentation] Design and Evaluation of Algorithms to Energy-Efficiently Select Servers for Storage and Computation Processes2016

    • Author(s)
      Atsuhiro Sawada, Hiroki Kataoka, Dilawaer Duolikun, Tomoya Enokido, and Makoto Takizawa
    • Organizer
      the 10th International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing (IMIS-2016)
    • Place of Presentation
      Fukuoka, Japan
    • Year and Date
      2016-07-06 – 2016-07-08
    • Int'l Joint Research
  • [Presentation] Performance Analysis of a Genetic Algorithm Based System for Wireless Mesh Networks Considering Weibull Distribution, DCF and EDCA2016

    • Author(s)
      Admir Barolli, Tetsuya Oda, Ilir Shinko, Leonard Barolli, Fatos Xhafa, and Makoto Takizawa,
    • Organizer
      the 10th International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing (IMIS-2016
    • Place of Presentation
      Fukuoka, Japan
    • Year and Date
      2016-07-06 – 2016-07-08
    • Int'l Joint Research
  • [Presentation] Energy-Aware Analysis of Synchronizing a Groupware Calendar2016

    • Author(s)
      Fatos Xhafa, Daniel Palou, Leonard Barolli, and Makoto Takizawa
    • Organizer
      the 10th International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing (IMIS-2016
    • Place of Presentation
      Fukuoka, Japan
    • Year and Date
      2016-07-06 – 2016-07-08
    • Int'l Joint Research
  • [Presentation] An Energy-Efficient Routing Protocol for Infrastructure-Less Opportunistic Networks2016

    • Author(s)
      Khuram Khalid, Isaac Woungang, Sanjay Kumar Dhurandher, Leonard Barolli, Glaucio H. S. Carvalho, and Makoto Takizawa
    • Organizer
      the 10th International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing (IMIS-2016
    • Place of Presentation
      Fukuoka, Japan
    • Year and Date
      2016-07-06 – 2016-07-08
    • Int'l Joint Research
  • [Book] Future Data and Security Engineering - Third International Conference, FDSE 2016,2016

    • Author(s)
      Tran Khanh Dang, Roland Wagner, Josef Kng, Nam Thoai, Makoto Takizawa, and Erich J. Neuhold
    • Total Pages
      430
    • Publisher
      Springer
  • [Book] 2016 International Conference on Intelligent Networking and Collaborative Systems, INCoS 2016, Ostrawva, Czech Republic, September 7-9, 20162016

    • Author(s)
      Fatos Xhafa, Leonard Barolli, Vaclav Snasel, and Ivan Zelinka
    • Total Pages
      558
    • Publisher
      IEEE

URL: 

Published: 2018-01-16  

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