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2018 年度 実績報告書

Study of Joint Optimization of Quality of Service/Experience and Security for Differentiated Services in 5G Heterogeneous Networks

研究課題

研究課題/領域番号 16H05858
研究機関東北大学

研究代表者

Fadlullah Zubair  東北大学, 情報科学研究科, 准教授 (40614011)

研究期間 (年度) 2016-04-01 – 2019-03-31
キーワードQoS / QoE / Security / 5G / IoT / ネットワーク / wireless network / security
研究実績の概要

In the next-generation mobile network settings, for instance 5G networks with ultra-dense small cells, the network operators are burdened with the anticipation to provide both highly reliable and secure services to the users. Due to the contrasting goals of quality of service performance and security, it is critical to first model and analyze the traffic models carefully and then consider a balanced integration. The purpose of this research is to formulate this problem of finding a balanced set of tunable Quality of Service/Experience and security levels, and propose appropriate methods to optimally solve the problem.
Mature results were obtained and published in both international flagship conferences and the more analytically intensive papers submitted to the high impact factor IEEE journals/transactions.

現在までの達成度 (段落)

平成30年度が最終年度であるため、記入しない。

今後の研究の推進方策

平成30年度が最終年度であるため、記入しない。

  • 研究成果

    (13件)

すべて 2019 2018

すべて 雑誌論文 (11件) (うち国際共著 4件、 査読あり 11件、 オープンアクセス 1件) 学会発表 (2件) (うち国際学会 2件)

  • [雑誌論文] An Absorbing Markov Chain Based Model to Solve Computation and Communication Tradeoff in GPU-Accelerated MDRUs for Safety Confirmation in Disaster Scenarios2019

    • 著者名/発表者名
      Bomin Mao, Fengxiao Tang, Zubair Md. Fadlullah, and Nei Kato
    • 雑誌名

      IEEE Transactions on Computers

      巻: - ページ: 1-14

    • DOI

      10.1109/TC.2019.2906881

    • 査読あり
  • [雑誌論文] An Intelligent Route Computation Approach Based on Real-Time Deep Learning Strategy for Software Defined Communication Systems2019

    • 著者名/発表者名
      Bomin Mao, Fengxiao Tang, Zubair Md. Fadlullah, and Nei Kato
    • 雑誌名

      IEEE Transactions on Emerging Topics in Computing

      巻: - ページ: 1-12

    • DOI

      10.1109/TETC.2019.2899407

    • 査読あり
  • [雑誌論文] Optimizing Space-Air-Ground Integrated Networks by Artificial Intelligence2019

    • 著者名/発表者名
      Nei Kato, Zubair Md. Fadlullah, Fengxiao Tang, Bomin Mao, Shigenori Tani, Atsushi Okamura, and Jiajia Liu
    • 雑誌名

      IEEE Wireless Communications Magazine (WCM)

      巻: - ページ: 1-8

    • DOI

      10.1109/MWC.2018.1800365

    • 査読あり / 国際共著
  • [雑誌論文] Value Iteration Architecture based Deep Learning for Intelligent Routing Exploiting Heterogeneous Computing Platforms2018

    • 著者名/発表者名
      Zubair Md. Fadlullah, Bomin Mao, Fengxiao Tang, and Nei Kato
    • 雑誌名

      IEEE Transactions on Computers

      巻: - ページ: 1-13

    • DOI

      10.1109/TC.2018.2874483

    • 査読あり
  • [雑誌論文] An Intelligent Traffic Load Prediction-Based Adaptive Channel Assignment Algorithm in SDN-IoT: A Deep Learning Approach2018

    • 著者名/発表者名
      Fengxiao Tang, Zubair Md. Fadlullah, Bomin Mao, and Nei Kato
    • 雑誌名

      IEEE Internet of Things Journal

      巻: 5 ページ: 5141-5154

    • DOI

      10.1109/JIOT.2018.2838574

    • 査読あり
  • [雑誌論文] On Intelligent Traffic Control for Large-Scale Heterogeneous Networks: A Value Matrix-Based Deep Learning Approach2018

    • 著者名/発表者名
      Zubair Md. Fadlullah, Fengxiao Tang, Bomin Mao, Jiajia Liu, and Nei kato
    • 雑誌名

      IEEE Communications Letters

      巻: 22 ページ: 2479-2482

    • DOI

      10.1109/LCOMM.2018.2875431

    • 査読あり / 国際共著
  • [雑誌論文] A Deep-Learning-Based Radio Resource Assignment Technique for 5G Ultra Dense Networks2018

    • 著者名/発表者名
      Yibo Zhou, Zubair Md. Fadlullah, Bomin Mao, and Nei Kato
    • 雑誌名

      IEEE Network

      巻: 32 ページ: 28-34

    • DOI

      10.1109/MNET.2018.1800085

    • 査読あり
  • [雑誌論文] Space-Air-Ground Integrated Network: A Survey2018

    • 著者名/発表者名
      Jiajia Liu, Yongpeng Shi, Yongpeng Shi, Zubair Md. Fadlullah, and Nei Kato
    • 雑誌名

      IEEE Communications Surveys & Tutorials

      巻: 20 ページ: 2714-2741

    • DOI

      10.1109/COMST.2018.2841996

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] On a Novel Deep-Learning-Based Intelligent Partially Overlapping Channel Assignment in SDN-IoT2018

    • 著者名/発表者名
      Fengxiao Tang, Bomin Mao, Zubair Md. Fadlullah, and Nei Kato
    • 雑誌名

      IEEE Communications Magazine

      巻: 56 ページ: 80-86

    • DOI

      10.1109/MCOM.2018.1701227

    • 査読あり
  • [雑誌論文] A Novel Non-Supervised Deep-Learning-Based Network Traffic Control Method for Software Defined Wireless Networks2018

    • 著者名/発表者名
      Bomin Mao, Fengxiao Tang, Zubair Md. Fadlullah, Nei Kato, Osamu Akashi, Takeru Inoue, and Kimihiro Mizutani
    • 雑誌名

      IEEE Wireless Communications

      巻: 25 ページ: 74-81

    • DOI

      10.1109/MWC.2018.1700417

    • 査読あり
  • [雑誌論文] Cross-Layer Data Delivery in Satellite-Aerial-Terrestrial Communication2018

    • 著者名/発表者名
      Yongpeng Shi, Jiajia Liu, Zubair Md. Fadlullah, and Nei Kato
    • 雑誌名

      IEEE Wireless Communications

      巻: 25 ページ: 138-143

    • DOI

      10.1109/MWC.2018.1700354

    • 査読あり / 国際共著
  • [学会発表] Deep Spatiotemporal Partially Overlapping Channel Allocation: Joint CNN and Activity Vector Approach2018

    • 著者名/発表者名
      Fengxiao Tang, Bomin Mao, Zubair Md. Fadlullah, and Nei Kato
    • 学会等名
      IEEE Global Communications Conference (GLOBECOM 2018)
    • 国際学会
  • [学会発表] On Extracting the Spatial-Temporal Features of Network Trafic Patterns: A Tensor Based Deep Learning Model2018

    • 著者名/発表者名
      Fengxiao Tang, Bomin Mao, Zubair Md. Fadlullah, and Jiajia Liu
    • 学会等名
      IEEE ICNIDC 2018
    • 国際学会

URL: 

公開日: 2019-12-27  

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