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Intelligent Bandwidth Consumption Scheduler Considering WiFi/Femtocell Connectivity and Users' Preferences with Dynamic Pricing

Research Project

Project/Area Number 16K16051
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Information network
Research InstitutionKogakuin University

Principal Investigator

Gu Bo  工学院大学, 情報学部(情報工学部), 准教授 (10637028)

Research Collaborator ZHOU Zhenyu  
Project Period (FY) 2016-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Fiscal Year 2017: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2016: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywordsoffloading / peak time / pricing / Intelligent / Heterogenous / Offloading / IoT / Edge computing / Matching learning / Pricing / femtocell / traffic / incentive / scheduling / bandwidth / demand
Outline of Final Research Achievements

This research focuses on the design and implementation of an intelligent bandwidth consumption scheduler considering WiFi/femtocell connectivity and users’ preference with dynamic pricing, aiming at mitigating the peak-time congestion. Following the task profile consists of actuation time, operation length, maximum budget for cellular usage, delay tolerance etc., the scheduler makes decisions on either shifting the delay-tolerant traffic to off-peak time or offloading the traffic to WiFi/femtocell networks dynamically, which on the other hand empowers users with the choice of saving on their monthly bills. We built up a proof-of-concept android system and conducted experiment to verify the efficiency of our proposed scheduler. Results show that the peak-time congestion could be efficiently alleviated.

Report

(3 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • Research Products

    (42 results)

All 2018 2017 2016 Other

All Int'l Joint Research (2 results) Journal Article (8 results) (of which Int'l Joint Research: 8 results,  Peer Reviewed: 8 results,  Open Access: 5 results,  Acknowledgement Compliant: 1 results) Presentation (29 results) (of which Int'l Joint Research: 8 results,  Invited: 10 results) Book (2 results) Funded Workshop (1 results)

  • [Int'l Joint Research] North China Electric Power University(China)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] NCEPU(China)

    • Related Report
      2016 Research-status Report
  • [Journal Article] A Deep Reinforcement Learning Based Approach for Cost- and Energy-Aware Multi-Flow Mobile Data Offloading2018

    • Author(s)
      Cheng Zhang, Zhi Liu, Bo Gu, Kyoko Yamori, Yoshiaki Tanaka
    • Journal Title

      IEICE Transactions on Communications

      Volume: E101.B Issue: 7 Pages: 1625-1634

    • DOI

      10.1587/transcom.2017CQP0014

    • NAID

      130007386770

    • ISSN
      0916-8516, 1745-1345
    • Year and Date
      2018-07-01
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] A Stackelberg Game Based Pricing and User Association for Spectrum Splitting Macro-Femto HetNets2018

    • Author(s)
      Bo Gu, Zhi Liu, Cheng Zhang, Kyoko Yamori, Osamu Mizuno, Yoshiaki Tanaka
    • Journal Title

      IEICE Transactions on Communications

      Volume: E101.B Issue: 1 Pages: 154-162

    • DOI

      10.1587/transcom.2017EBP3097

    • NAID

      130006301159

    • ISSN
      0916-8516, 1745-1345
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Cost- and Energy-Aware Multi-Flow Mobile Data Offloading Using Markov Decision Process2018

    • Author(s)
      Cheng Zhang, Bo Gu, Zhi Liu, Kyoko Yamori, Yoshiaki Tanaka
    • Journal Title

      IEICE Transactions on Communications

      Volume: E101.B Issue: 3 Pages: 657-666

    • DOI

      10.1587/transcom.2017NRP0014

    • NAID

      130006407165

    • ISSN
      0916-8516, 1745-1345
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Bandwidth Slicing in Software-Defined 5G: A Stackelberg Game Approach2018

    • Author(s)
      Z.Zhou, L.Tan, B.Gu, Y.Zhang, and J.Wu
    • Journal Title

      IEEE Vehicular Technology Magazine

      Volume: XX Issue: 2 Pages: 102-109

    • DOI

      10.1109/mvt.2018.2814022

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Robust Mobile Crowd Sensing: When Deep Learning Meets Edge Computing2018

    • Author(s)
      Z.Zhou, H.Liao, B.Gu, S.Mumtaz, K.Saidul Huq, and J.Rodriguez
    • Journal Title

      IEEE Network

      Volume: xx

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Optimal Pricing Strategy for Resource Allocation in 5G Heterogeneous Cellular Networks2018

    • Author(s)
      X.Chen, Y.Chen, W.Liao, Z.Zhou, B.Gu, and X.Wang
    • Journal Title

      Transactions on Emerging Telecommunications Technologies

      Volume: xx

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Markov-Decision-Process-Assisted Consumer Scheduling in a Networked Smart Grid2017

    • Author(s)
      Zhi Liu, Cheng Zhang, Mianxiong Dong, Bo Gu, Yusheng Ji, Yoshiaki Tanaka
    • Journal Title

      IEEE Access

      Volume: 5 Pages: 2448-2458

    • DOI

      10.1109/access.2016.2620341

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Fast-start Video Delivery in Future Internet Architectures with Intra-domain Caching2016

    • Author(s)
      Zhi Liu, Mianxiong Dong, Bo Gu, Cheng Zhang, Yusheng Ji, Yoshiaki Tanaka
    • Journal Title

      ACM/springer Mobile Networks and Applications

      Volume: NA Issue: 1 Pages: 98-112

    • DOI

      10.1007/s11036-016-0694-8

    • Related Report
      2017 Annual Research Report 2016 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Presentation] Pricing Scheme for Revenue Maximization of MNO and MVNO2018

    • Author(s)
      F.Taniguchi, K.Yamori, C.Zhang, B.Gu, and Y.Tanaka
    • Organizer
      2018 International Conference on Electronics, Information, and Communications (ICEIC)
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Topology Mapping for Popularity-aware Video Caching in Content-Centric Network2018

    • Author(s)
      Z.Liu, M.Dong, S.Ishihara, C.Zhang, B.Gu, Y.Ji, Y.Tanaka
    • Organizer
      IEEE International Conference on Communications (ICC 2018)
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Reliable Fully Homomorphic Disguising Matrix Computation Outsourcing Scheme2018

    • Author(s)
      Y.Chen, B.Gu, M.Zhang
    • Organizer
      The 14th ACM International Wireless Communications and Mobile Computing Conference (IWCMC 2018)
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Time-Dependent Pricing for On-Demand Bandwidth Slicing in Software Defined Networks2018

    • Author(s)
      B.Gu, J.Feng, Z.Zhou, M. Guizani
    • Organizer
      The 14th ACM International Wireless Communications and Mobile Computing Conference (IWCMC 2018)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] MVNOにおける上位クラスサービスの導入と最適料金2017

    • Author(s)
      谷口文隆,矢守恭子,張成,古博,田中良明
    • Organizer
      2017年電子情報通信学会総合大会
    • Place of Presentation
      名城大学 天白キャンパス(名古屋市)
    • Year and Date
      2017-03-22
    • Related Report
      2016 Research-status Report
  • [Presentation] スマートメータネットワークにおけるデータ到達率向上手法2017

    • Author(s)
      寺坂直,宇田川雄貴,水野修,古博
    • Organizer
      2017年電子情報通信学会総合大会
    • Place of Presentation
      名城大学 天白キャンパス(名古屋市)
    • Year and Date
      2017-03-22
    • Related Report
      2016 Research-status Report
  • [Presentation] A User-Centric Pricing Scheme in Femto-Macro HetNets2017

    • Author(s)
      B.Gu, C.Zhang, Z.Liu, K.Yamori, O.Mizuno, and Y.Tanaka
    • Organizer
      2017 IEICE General Conference
    • Place of Presentation
      名城大学 天白キャンパス(名古屋市)
    • Year and Date
      2017-03-22
    • Related Report
      2016 Research-status Report
  • [Presentation] Pricing for Internet of Things Service Provider with Cloud Service Provider’s Participation2017

    • Author(s)
      C.Zhang, B.Gu, Z.Liu, K.Yamori, and Y.Tanaka
    • Organizer
      2017 IEICE General Conference
    • Place of Presentation
      名城大学 天白キャンパス(名古屋市)
    • Year and Date
      2017-03-22
    • Related Report
      2016 Research-status Report
  • [Presentation] Network Selection for Content Distribution in Cache-enabled Vehicle IoT2017

    • Author(s)
      Z.Liu, C.Zhang, B.Gu, Y.Ji, and Y.Tanaka
    • Organizer
      2017 IEICE General Conference
    • Place of Presentation
      名城大学 天白キャンパス(名古屋市)
    • Year and Date
      2017-03-22
    • Related Report
      2016 Research-status Report
  • [Presentation] Femtocell Deployment from an Economics Perspective2017

    • Author(s)
      B.Gu, C.Zhang, Z.Liu, K.Yamori, O.Mizuno, and Y.Tanaka
    • Organizer
      電子情報通信学会CQ研究会
    • Place of Presentation
      大阪大学 中之島センター (大阪府)
    • Year and Date
      2017-01-19
    • Related Report
      2016 Research-status Report
  • [Presentation] Markov Decision Process Assisted User Multi-flow Mobile Data Offloading2017

    • Author(s)
      C.Zhang, B.Gu, Z.Liu, K.Yamori, and Y.Tanaka
    • Organizer
      電子情報通信学会CQ研究会
    • Place of Presentation
      大阪大学 中之島センター (大阪府)
    • Year and Date
      2017-01-19
    • Related Report
      2016 Research-status Report
  • [Presentation] MVNOへの上位クラス導入とその効果2017

    • Author(s)
      谷口文隆,矢守恭子,張成,古博,田中良明
    • Organizer
      電子情報通信学会CQ研究会
    • Place of Presentation
      大阪大学 中之島センター (大阪府)
    • Year and Date
      2017-01-19
    • Related Report
      2016 Research-status Report
  • [Presentation] Real-Time Pricing for On-Demand Bandwidth Reservation in SDN-Enabled Networks2017

    • Author(s)
      B.Gu, M.Dong, C.Zhang, Z.Liu, and Y.Tanaka
    • Organizer
      14th Annual IEEE Consumer Communications & Networking Conference (IEEE CCNC 2017)
    • Place of Presentation
      Las Vegas, NV, USA
    • Year and Date
      2017-01-08
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Stackelberg Game Based Analysis for Interactions among Internet Service Provider, Content Provider, and Advertisers2017

    • Author(s)
      C.Zhang, B.Gu, Z.Liu, K.Yamori, and Y.Tanaka
    • Organizer
      14th Annual IEEE Consumer Communications & Networking Conference (IEEE CCNC 2017)
    • Place of Presentation
      Las Vegas, NV, USA
    • Year and Date
      2017-01-08
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Building a Policy Simulation Platform for Future Smart Grid in China2017

    • Author(s)
      H.Wang, S.Liu, L.Jiang, P.Liu, and B.Gu
    • Organizer
      14th Annual IEEE Consumer Communications & Networking Conference (IEEE CCNC 2017)
    • Place of Presentation
      Las Vegas, NV, USA
    • Year and Date
      2017-01-08
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Pricing Wireless Service with MVNO Participation2017

    • Author(s)
      F.Taniguchi, K.Yamori, C.Zhang, B.Gu, Y.Tanaka
    • Organizer
      19th Asia-Pacific Network Operations and Management Symposium (APNOMS 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Wireless LAN Access Point Deployment and Pricingwith Location-Based Advertising2017

    • Author(s)
      C.Zhang, Z. Liu, B.Gu, K.Yamori, and Y.Tanaka
    • Organizer
      13th International Conference on Network and Service Management (CNSM 2017)
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Duopoly Price Competition in Secondary Spectrum Markets2017

    • Author(s)
      X.Li, B.Gu, C.Zhang, Z.Liu, K.Yamori, and Y.Tanaka
    • Organizer
      2017 International Workshop on Internet Charging and QoS Technologies (ICQT 2017)
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Cost- and Energy-Aware Multi-Flow Mobile Data Offloading under Time Dependent Pricing2017

    • Author(s)
      C.Zhang, B.Gu, Z.Liu, K.Yamori, and Y.Tanaka
    • Organizer
      2017 International Workshop on Internet Charging and QoS Technologies (ICQT 2017)
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Power Control System for Household Electrical Appliances under Real-Time Pricing2017

    • Author(s)
      T.Matsunaga, O.Mizuno, B.Gu
    • Organizer
      The 17th International Symposium on Advanced Technology (ISAT-17)
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Water-Filling Power Allocation Algorithm for Joint Utility Optimization in Femtocell Networks2017

    • Author(s)
      B.Gu, M.Dong, Z.Liu, C.Zhang, and Y.Tanaka
    • Organizer
      2017 IEEE Global Communications Conference (GLOBECOM 2017)
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Impact of Item Popularity and Chunk Popularity in CCN Caching Management2016

    • Author(s)
      Z.Liu, M.Dong, B.Gu, C.Zhang, Y.Ji, Y.Tanaka
    • Organizer
      18th Asia-Pacific Network Operations and Management Symposium (APNOMS 2016)
    • Place of Presentation
      Kanazawa, Japan
    • Year and Date
      2016-10-05
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Pricing and Revenue Optimization Strategy in Macro-Femto Heterogeneous Networks2016

    • Author(s)
      W.Werda, B.Gu, K.Yamori, Y.Tanaka
    • Organizer
      18th Asia-Pacific Network Operations and Management Symposium (APNOMS 2016)
    • Place of Presentation
      Kanazawa, Japan
    • Year and Date
      2016-10-05
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Reinforcement Learning Approach for Cost- and Energy-Aware Mobile Data Offloading2016

    • Author(s)
      C.Zhang, B.Gu, Z.Liu, K.Yamori, Y.Tanaka
    • Organizer
      18th Asia-Pacific Network Operations and Management Symposium (APNOMS 2016)
    • Place of Presentation
      Kanazawa, Japan
    • Year and Date
      2016-10-05
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Pricing for Monopolistic Internet of Things Service Provider2016

    • Author(s)
      C.Zhang, B.Gu, Z.Liu, K.Yamori, and Y.Tanaka
    • Organizer
      2016 IEICE Communications Society Conference
    • Place of Presentation
      北海道大学(札幌市)
    • Year and Date
      2016-09-20
    • Related Report
      2016 Research-status Report
  • [Presentation] Popularity-aware Caching in Content Centric Network Considering Video Drop Ratio2016

    • Author(s)
      Z.Liu, X.Wang, B.Gu, C.Zhang, Y.Ji, and Y.Tanaka
    • Organizer
      2016 IEICE Communications Society Conference
    • Place of Presentation
      北海道大学(札幌市)
    • Year and Date
      2016-09-20
    • Related Report
      2016 Research-status Report
  • [Presentation] Pricing and Service Differentiation in OpenFlow and SDN2016

    • Author(s)
      B.Gu, C.Zhang, Z.Liu, K.Yamori, O.Mizuno and Y.Tanaka
    • Organizer
      2016 IEICE Communications Society Conference
    • Place of Presentation
      北海道大学(札幌市)
    • Year and Date
      2016-09-20
    • Related Report
      2016 Research-status Report
  • [Presentation] Joint Pricing and Load Balancing for Distributed Cloud Data Centres2016

    • Author(s)
      X.Li, B.Gu, C.Zhang, K.Yamori, and Y.Tanaka
    • Organizer
      2016 IEICE Communications Society Conference
    • Place of Presentation
      北海道大学(札幌市)
    • Year and Date
      2016-09-20
    • Related Report
      2016 Research-status Report
  • [Presentation] OTTサービスにおけるCPとISPの公平な利益分配2016

    • Author(s)
      谷口文隆,矢守恭子,張成,古博,田中良明
    • Organizer
      電子情報通信学会CQ研究会
    • Place of Presentation
      関西学院大学大阪梅田キャンパス (大阪府)
    • Year and Date
      2016-07-26
    • Related Report
      2016 Research-status Report
  • [Book] Smart Technologies for Emergency Response and Disaster Management2017

    • Author(s)
      B.Gu, O.Mizuno, et. al
    • Total Pages
      312
    • Publisher
      IGI Global
    • Related Report
      2017 Annual Research Report
  • [Book] Smart Technologies for Emergency Response and Disaster Management2017

    • Author(s)
      B.Gu, and O.Mizuno
    • Publisher
      IGI Global
    • Related Report
      2016 Research-status Report
  • [Funded Workshop] The 2017 IEEE Workshop on Game Theory in Computer Communications (GTCC)2017

    • Place of Presentation
      Las Vegas, NV, USA
    • Year and Date
      2017-01-08
    • Related Report
      2016 Research-status Report

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Published: 2016-04-21   Modified: 2019-03-29  

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