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

• 研究課題/領域番号: 16H05858
• 研究種目: 若手研究(A)
• 配分区分: 補助金
• 研究分野: 情報ネットワーク
• 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
• 研究課題ステータス: 完了 (2018年度)
• 配分額: 11,570千円 (直接経費: 8,900千円、間接経費: 2,670千円); 2018年度: 3,120千円 (直接経費: 2,400千円、間接経費: 720千円); 2017年度: 4,680千円 (直接経費: 3,600千円、間接経費: 1,080千円); 2016年度: 3,770千円 (直接経費: 2,900千円、間接経費: 870千円)
• キーワード: QoS / QoE / Security / 5G / IoT / ネットワーク / wireless network / security / optimization

研究成果の概要

超高密度スモールセルを使用した5Gネットワーク等の次世代のモバイルネットワークでは，信頼性と安全性の両方を高いレベルで提供することを目指しているため，ネットワーク事業者に負担がかかる．本研究の目的は，サービス品質とセキュリティレベルのバランスをとるため，問題を定式化し，解決するための適切な方法を提案することである．
本研究内容は，国際学会やインパクトファクターの高いIEEEジャーナルに提出され，高い成果を上げることが出来た．

研究成果の学術的意義や社会的意義

Our proposal provided much higher QoS with higher security rank compared to conventional approaches By attending international meetings and workshops, the proposal was shared with peers to attract potential collaboration and also signify the contribution from Japan.

研究成果

• [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 Scenarios (2019)
  • 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: - 号: 9 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 Systems (2019)
  • 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: - 号: 3 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 Intelligence (2019)
  • 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: - 号: 4 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 Platforms (2018)
  • 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: - 号: 6 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 Approach (2018)
  • 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 号: 6 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 Approach (2018)
  • 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 号: 12 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 Networks (2018)
  • 著者名/発表者名: Yibo Zhou, Zubair Md. Fadlullah, Bomin Mao, and Nei Kato
  • 雑誌名: IEEE Network 巻: 32 号: 6 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 Survey (2018)
  • 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 号: 4 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-IoT (2018)
  • 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 号: 9 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 Networks (2018)
  • 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 号: 4 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 Communication (2018)
  • 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 号: 3 ページ: 138-143
  • DOI: 10.1109/mwc.2018.1700354
  • 査読あり / 国際共著
• [雑誌論文] On A Novel Adaptive UAV-Mounted Cloudlet-Aided Recommendation System for LBSNs (2018)
  • 著者名/発表者名: Fengxiao Tang, Zubair Md. Fadlullah, Bomin Mao, Nei Kato, Fumie Ono, and Ryu Miura
  • 雑誌名: IEEE Transactions on Emerging Topics in Computing 巻: - 号: 4 ページ: 1-13
  • DOI: 10.1109/tetc.2018.2792051
  • 査読あり
• [雑誌論文] Characterizing Flow, Application, and User Behavior in Mobile Networks: A Framework for Mobile Big Data (2018)
  • 著者名/発表者名: Yuanyuan Qiao, Zhizhuang Xing, Zubair Md. Fadlullah, Jie Yang, and Nei Kato
  • 雑誌名: IEEE Wireless Communications 巻: 25 号: 1 ページ: 40-49
  • DOI: 10.1109/mwc.2018.1700186
  • 査読あり / 国際共著
• [雑誌論文] Multi-Hop Wireless Transmission in Multi-Band WLAN Systems: Proposal and Future Perspective (2017)
  • 著者名/発表者名: Zubair Md. Fadlullah, Yuichi Kawamoto, Hiroki Nishiyama, Nei Kato, Naoto Egashira, Kazuto Yano, and Tomoaki Kumagai
  • 雑誌名: IEEE Wireless Communications 巻: 26 号: 1 ページ: 108-113
  • DOI: 10.1109/mwc.2017.1700148
  • 査読あり
• [雑誌論文] AC-POCA: Anti-Coordination Game based Partially Overlapping Channels Assignment in Combined UAV and D2D based Networks (2017)
  • 著者名/発表者名: Fengxiao Tang, Zubair Md. Fadlullah, Nei Kato, Fumie Ono, and Ryu Miura
  • 雑誌名: IEEE Transactions on Vehicular Technology 巻: 67 号: 2 ページ: 1672-1683
  • DOI: 10.1109/tvt.2017.2753280
  • 査読あり
• [雑誌論文] On Removing Routing Protocol from Future Wireless Networks: A Real-time Deep Learning Approach for Intelligent Traffic Control (2017)
  • 著者名/発表者名: Fengxiao Tang, Bomin Mao, Zubair Md. Fadlullah, Nei Kato, Osamu Akashi, Takeru Inoue, and Kimihiro Mizutani,
  • 雑誌名: IEEE Wireless Communications 巻: 25 号: 1 ページ: 154-160
  • DOI: 10.1109/mwc.2017.1700244
  • 査読あり
• [雑誌論文] Routing or Computing? The Paradigm Shift Towards Intelligent Computer Network Packet Transmission Based on Deep Learning (2017)
  • 著者名/発表者名: Bomin Mao, Zubair Md. Fadlullah, Fengxiao Tang, Nei Kato, Osamu Akashi, Takeru Inoue, and Kimihiro Mizutani
  • 雑誌名: IEEE Transactions on Computers 巻: 66 号: 11 ページ: 1946-1960
  • DOI: 10.1109/tc.2017.2709742
  • 査読あり
• [雑誌論文] State-of-the-Art Deep Learning: Evolving Machine Intelligence Toward Tomorrow’s Intelligent Network Traffic Control Systems (2017)
  • 著者名/発表者名: Zubair Md. Fadlullah, Fengxiao Tang, Bomin Mao, Nei Kato, Osamu Akashi, Takeru Inoue, and Kimihiro Mizutani
  • 雑誌名: IEEE Communications Surveys & Tutorials 巻: 19 号: 4 ページ: 2432-2455
  • DOI: 10.1109/comst.2017.2707140
  • 査読あり
• [雑誌論文] A Survey on Network Methodologies for Real-Time Analytics of Massive IoT Data and Open Research Issues (2017)
  • 著者名/発表者名: Shikhar Verma, Yuichi Kawamoto, Zubair Md. Fadlullah, Hiroki Nishiyama and Nei Kato
  • 雑誌名: IEEE Communications Surveys and Tutorials 巻: vol. 19, no. 3 号: 3 ページ: 1457-1477
  • DOI: 10.1109/comst.2017.2694469
  • 査読あり
• [学会発表] Deep Spatiotemporal Partially Overlapping Channel Allocation: Joint CNN and Activity Vector Approach (2018)
  • 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 Model (2018)
  • 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
• [学会発表] A Tensor Based Deep Learning Technique for Intelligent Packet Routing (2017)
  • 著者名/発表者名: Bomin Mao, Zubair Md. Fadlullah, Fengxiao Tang, Nei Kato, Osamu Akashi, Takeru Inoue, and Kimihiro Mizutani
  • 学会等名: IEEE Global Communications Conference (GLOBECOM 2017)
  • 国際学会