• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

High-speed and energy efficient content delivery method using wireless communication quality prediction

Research Project

Project/Area Number 17K12681
Research Category

Grant-in-Aid for Young Scientists (B)

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

Principal Investigator

Kanai Kenji  早稲田大学, 理工学術院, 次席研究員(研究院講師) (40732160)

Project Period (FY) 2017-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2019: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2018: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2017: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsモバイルネットワーク / コンテンツ配信 / IoT / ナビゲーション / 機械学習 / 時系列データ解析 / エッジコンピューティング / 経路探索 / マルチメディア通信
Outline of Final Research Achievements

In this research and development, we developed a prediction method of wireless communication quality by using multi-dimensional time-series data and a high-speed and energy efficient content delivery method. The prediction method can achieve prediction of future communication quality by constructing a deep learning-based regression model from multi-dimensional time-series data such as mobile throughputs, RSSI, GPS, and other sensing information. The content delivery method can achieve providing high-speed and energy efficient content delivery by using communication quality map and moving route search method. We developed the protype application and evaluated the performance by carrying out a field experiment around Waseda University.

Academic Significance and Societal Importance of the Research Achievements

本研究開発では、スマートフォンやウェアラブル上で利用可能なモバイルサービスの品質をさらに向上することを目的としている。具体的には、モバイル端末を利用しているユーザに対して高品質な通信が得られる地点や目的地までの経路を提示し、さらに、ナビゲーション技術と無線ネットワーク技術を連携することで、ユーザの移動中において、高品質でさらに省電力な無線通信技術およびアプリケーション技術を実現した。

Report

(4 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (57 results)

All 2019 2018 2017

All Journal Article (8 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 8 results,  Open Access: 2 results) Presentation (49 results) (of which Int'l Joint Research: 20 results)

  • [Journal Article] Methods for Adaptive Video Streaming and Picture Quality Assessment to Improve QoS/QoE Performances2019

    • Author(s)
      Kenji KANAI, Bo WEI, Zhengxue CHENG, Masaru TAKEUCHI, Jiro KATTO
    • Journal Title

      IEICE Transactions on Communications

      Volume: E102.B Issue: 7 Pages: 1240-1247

    • DOI

      10.1587/transcom.2018ANI0003

    • NAID

      130007671372

    • ISSN
      0916-8516, 1745-1345
    • Year and Date
      2019-07-01
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] A Highly Accurate Transportation Mode Recognition Using Mobile Communication Quality2019

    • Author(s)
      Wataru Kawakami, Bo Wei, Kenji Kanai and Jiro Katto
    • Journal Title

      IEICE Transactions on Communications

      Volume: E102.B Issue: 4 Pages: 741-750

    • DOI

      10.1587/transcom.2018SEP0013

    • NAID

      130007621794

    • ISSN
      0916-8516, 1745-1345
    • Year and Date
      2019-04-01
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Evaluation of Throughput Prediction for Adaptive Bitrate Control Using Trace-Based Emulation2019

    • Author(s)
      Bo Wei, Hang Song, Shangguang Wang, Kenji Kanai and Jiro Katto
    • Journal Title

      IEEE Access

      Volume: Vol.7 Pages: 51346-51356

    • DOI

      10.1109/access.2019.2909399

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Energy-efficient Mobile Video Delivery utilizing Moving Route Navigation and Video Playout Buffer Control2018

    • Author(s)
      Kenji Kanai, Sakiko Takenaka, Jiro Katto and Tutomu Murase
    • Journal Title

      IEICE Trans. on Comm.

      Volume: Vol.E101-B, No.7 Pages: 1635-1644

    • NAID

      130007386783

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] HOAH: A Hybrid TCP Throughput Prediction with Autoregressive Model and Hidden Markov Model for Mobile Networks2018

    • Author(s)
      Bo Wei, Kenji Kanai, Wataru Kawakami and Jiro Katto
    • Journal Title

      IEICE Trans. on Comm.

      Volume: Vol.E101-B, No.7 Pages: 1612-1624

    • NAID

      130007386782

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Fully-blind and Fast Image Quality Predictor with Convolutional Neural Networks2018

    • Author(s)
      Zhengxue Cheng, Masaru Takeuchi, Kenji Kanai and Jiro Katto
    • Journal Title

      IEICE Trans. on Fundamentals

      Volume: Vol.E101-A, No.9 Pages: 1557-1566

    • NAID

      130007479534

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Intelligent Video Surveillance System Based on Event Detection and Rate Adaptation by Using Multiple Sensors2018

    • Author(s)
      Kenji Kanai, Keigo Ogawa, Masaru Takeuchi, Jiro Katto and Toshitaka Tsuda
    • Journal Title

      IEICE Transactions on Communications

      Volume: E101.B Issue: 3 Pages: 688-697

    • DOI

      10.1587/transcom.2017NRP0011

    • NAID

      130006407163

    • ISSN
      0916-8516, 1745-1345
    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] [Invited Paper] Overview of Multimedia Mobile Edge Computing2018

    • Author(s)
      Kenji Kanai, Kentaro Imagane and Jiro Katto
    • Journal Title

      ITE Transactions on Media Technology and Applications

      Volume: 6 Issue: 1 Pages: 46-52

    • DOI

      10.3169/mta.6.46

    • NAID

      130006301764

    • ISSN
      2186-7364
    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Presentation] Performance Evaluations of Viewport Movement Prediction and Rate Adaptation for tile-based 360-degree Video Delivery2019

    • Author(s)
      Yuya Shinohara, Kenji Kanai and Jiro Katto
    • Organizer
      IEEE ISM 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Performance Evaluations of IoT Device Virtualization for Efficient Resource Utilization2019

    • Author(s)
      Keigo Ogawa, Hibiki Sekine, Kenji Kanai, Kenichi Nakamura, Hidehiro Kanemitsu, Jiro Katto and Hidenori Nakazato
    • Organizer
      2019 Global IoT Summit
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Performance Evaluations of Tile-based 360-degree DASH Streaming with Clustering-based Viewport Prediction2019

    • Author(s)
      Yuya Shinohara, Satomi Shirasaki, Yiyan Wu, Kenji Kanai and Jiro Katto
    • Organizer
      IEEE 2019 ICCE-TW
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 視野移動予測に基づく360度映像配信のレート制御手法の品質評価2019

    • Author(s)
      篠原裕矢,金井謙治,甲藤二郎
    • Organizer
      信学会RISING研究会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 通信品質を活用した人の移動状態認識手法の性能評価2019

    • Author(s)
      川上 航,金井謙治,魏 博,甲藤二郎
    • Organizer
      信学会RISING研究会
    • Related Report
      2019 Annual Research Report
  • [Presentation] QoS/QoE/QoL向上に向けたアプリケーション層からの取り組み2019

    • Author(s)
      金井謙治,甲藤二郎
    • Organizer
      信学会SeMI研究会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Evaluation of Throughput Prediction Using Recurrent Neural Network2019

    • Author(s)
      Bo Wei, Hang Song, Kenji Kanai and Jiro Katto
    • Organizer
      電子情報通信学会ソサイエティ大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] モバイルネットワークにおけるQoS向上のためのアプリケーションレイヤーからの取り組み2019

    • Author(s)
      金井謙治,甲藤二郎
    • Organizer
      信学会RCS研究会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 転移学習を用いた映像視聴時の通信品質に基づく ユーザ移動状態推定手法の精度評価2019

    • Author(s)
      川上 航,金井謙治,甲藤二郎
    • Organizer
      信学会CS研究会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Accuracy Evaluations of Contact-Free Heart Rate Measurement Methods Using 4K Facial Images2019

    • Author(s)
      M.Yasumaru, Z.Cheng, R.Yokoyama, K.Kanai and J.Katto
    • Organizer
      IEEE ICCE 2019
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] IoT Device Virtualization for Efficient Resource Utilization in Smart City IoT Platform2019

    • Author(s)
      Keigo Ogawa, Kenji Kanai, Kenichi Nakamura, Jiro Katto and Hidenori Nakazato
    • Organizer
      IEEE PerCom 2019
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Proactive Interest Adaptation and Content Caching for Adaptive Bit-Rate Video Streaming Over NDN2018

    • Author(s)
      Suphakit Awiphan, Kanin Poobai, Kenji Kanai and Jiro Katto
    • Organizer
      ICCCS 2018
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Performance Evaluations of Software-Defined Acoustic MIMO-OFDM transmission2018

    • Author(s)
      Airi Sakaushi, Mayuko Okano, Kenji Kanai and Jiro Katto
    • Organizer
      IEEE WCNC 2018
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Perceptual Quality Driven Adaptive Video Coding Using JND Estimation2018

    • Author(s)
      Masaru Takeuchi, Shintaro Saika, Yusuke Sakamoto, Tatsuya Nagashima, Zhengxue Cheng, Kenji Kanai, Jiro Katto, Kaijin Wei, Ju Zengwei and Xu Wei
    • Organizer
      PCS 2018
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Fast No-Reference Screen Content Image Quality Prediction using Convolutional Neural Networks2018

    • Author(s)
      Zhengxue Cheng, Masaru Takeuchi, Kenji Kanai, and Jiro Katto
    • Organizer
      IEEE MLAI Workshop in ICME 2018
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Machine Learning based Transportation Modes Recognition using Mobile Communication Quality2018

    • Author(s)
      Wataru Kawakami, Kenji Kanai, Bo Wei and Jiro Katto
    • Organizer
      IEEE ICME 2018
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] TRUST: A TCP Throughput Prediction Method in Mobile Networks2018

    • Author(s)
      Bo Wei, Wataru Kawakami, Kenji Kanai, Jiro Katto and Shangguang Wang
    • Organizer
      IEEE Globecom 2018
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Acceleration of Perceptual Quality Driven Adaptive Video Coding for Live Streaming2018

    • Author(s)
      Yusuke Sakamoto, Shintaro Saika, Masaru Takeuchi, Tatsuya Nagashima, Zhengxue Cheng, Kenji Kanai, Jiro Katto, Kaijin Wei, Ju Zengwei and Xu Wei
    • Organizer
      IEEE ISM 2018
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Edge-centric Video Surveillance System Based on Event-driven Rate Adaptation for 24-hour Monitoring2018

    • Author(s)
      Airi Sakaushi, Kenji Kanai, Jiro Katto and Toshitaka Tsuda
    • Organizer
      IEEE PerFot 2018
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Performance Evaluations of Multimedia Service Function Chaining in Edge Clouds2018

    • Author(s)
      Kentaro Imagane, Kenji Kanai, Jiro Katto, Toshitaka Tsuda and Hidenori Nakazato
    • Organizer
      IEEE CCNC 2018
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Edge-centric Field Monitoring System for Energy-efficient and Network-friendly Field Sensing2018

    • Author(s)
      Keigo Ogawa, Kenji Kanai, Masaru Takeuchi, Jiro Katto and Toshitaka Tsuda
    • Organizer
      IEEE EdgeCom 2018
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 鮮明化処理を考慮した高品質・低通信量な映像監視システムのための映像品質制御2018

    • Author(s)
      坂牛和里、金井謙治、甲藤二郎、津田俊隆
    • Organizer
      情報処理学会 AVM研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] エッジクラウドにおけるマルチメディアサービスファンクションチェイニングを活用した処理低遅延化に関する検討2018

    • Author(s)
      今金健太郎、金井謙治、甲藤二郎、津田俊隆、中里秀則
    • Organizer
      情報処理学会 AVM研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] 視野領域を考慮した360度映像配信の適応レート制御手法の性能評価2018

    • Author(s)
      篠原裕矢、金井謙治、甲藤二郎
    • Organizer
      情報処理学会 AVM研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] 4K解像度を活用した映像監視システムの配信品質および人物検知評価2018

    • Author(s)
      岡野真由子、植村理紗、金井謙治、甲藤二郎
    • Organizer
      情報処理学会 AVM研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] 姿勢推定技術に基づく機械学習を活用した人物の不審動作認識手法の精度評価2018

    • Author(s)
      一原賢吾、竹内健、金井謙治、甲藤二郎
    • Organizer
      電子情報通信学会 IE研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] 不審行動検出に向けた複数人物追跡とバイオセンシングの検討2018

    • Author(s)
      横山怜汰、竹内健、金井謙治、甲藤二郎
    • Organizer
      電子情報通信学会 IE研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] ON-OFF状態を考慮したOpenFlow制御によるDASH配信時のスループット特性評価2018

    • Author(s)
      河上晃司、金井謙治、甲藤二郎
    • Organizer
      電子情報通信学会 CQ研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] Machine learning-based throughput prediction using communication quality in mobile networks2018

    • Author(s)
      Bo Wei, Kenji Kanai, Wataru Kawakami and Jiro Katto
    • Organizer
      電子情報通信学会 MoNA研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] 通信品質を用いた機械学習に基づくユーザの移動状態推定2018

    • Author(s)
      川上航、金井謙治、Wei Bo、甲藤二郎
    • Organizer
      電子情報通信学会 MoNA研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] A History-based TCP Throughput Prediciton Incorporating Communication Quality Features by Support Vector Regression for Mobile Network2017

    • Author(s)
      Bo Wei, Wataru Kawakami, Kenji Kanai and Jiro Katto
    • Organizer
      IEEE ISM 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] QoS and QoE Evaluations of 2K and 4K DASH Contents Distributions2017

    • Author(s)
      Tatsuya Nagashima, Kenji Kanai and Jiro Katto
    • Organizer
      IEEE IMAD 201
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Image Quality Evaluations of Image Enhancement Under Various Encoding Rates for Video Surveillance System2017

    • Author(s)
      Airi Sakaushi, Kenji Kanai, Jiro Katto and Toshitaka Tsuda
    • Organizer
      IEEE GCCE 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Accuracy Evaluations of Human Moving Pattern Using Communication Quality Based on Machine Learning2017

    • Author(s)
      Wataru Kawakami, Kenji Kanai, Bo Wei and Jiro Katto
    • Organizer
      IEEE GCCE 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] QoS and QoE Evaluations of 2K and 4K Video Distribution Using MPEG-DASH2017

    • Author(s)
      Tatsuya Nagashima, Kenji Kanai and Jiro Katto
    • Organizer
      IEEE GCCE 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 360度映像配信における視野領域を考慮した適応レート制御の性能評価2017

    • Author(s)
      篠原裕矢、金井謙治、甲藤二郎
    • Organizer
      映像情報メディア学会 冬季大会
    • Related Report
      2017 Research-status Report
  • [Presentation] OpenFlowの帯域制御を活用した高品質なDASH配信手法の性能評価2017

    • Author(s)
      長島達哉、河上晃司、金井謙治、甲藤二郎
    • Organizer
      映像情報メディア学会 冬季大会
    • Related Report
      2017 Research-status Report
  • [Presentation] 監視映像における空間解像度の違いによる人物検出の精度評価2017

    • Author(s)
      植村理紗、竹内健、金井謙治、甲藤二郎
    • Organizer
      映像情報メディア学会 冬季大会
    • Related Report
      2017 Research-status Report
  • [Presentation] 姿勢推定技術を活用した人物の動作認識手法の精度評価,” 映像情報メディア学会冬季大会, Dec.2017.2017

    • Author(s)
      一原賢吾、竹内健、金井謙治、甲藤二郎
    • Organizer
      映像情報メディア学会 冬季大会
    • Related Report
      2017 Research-status Report
  • [Presentation] 高品質・低負荷・省電力なフィールド監視システム2017

    • Author(s)
      小川啓吾、金井謙治、甲藤二郎、津田俊隆
    • Organizer
      電子情報通信学会 CS研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] セルラー通信による4K映像監視を想定したシミュレーションによる品質評価2017

    • Author(s)
      岡野真由子、坂牛和里、金井謙治、甲藤二郎
    • Organizer
      電子情報通信学会 CS研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] 高品質・低通信量な監視映像システムのためのビットレート制御及び鮮明化制御2017

    • Author(s)
      坂牛和里、金井謙治、甲藤二郎、津田俊隆
    • Organizer
      情報処理学会 AVM研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] CNNを用いた画風変換による物体検出精度の改善2017

    • Author(s)
      高橋沙季、金井謙治、甲藤二郎
    • Organizer
      情報処理学会 AVM研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] IoMTのためのエッジコンピューティングを用いたフィードバック制御フレームワークの性能評価2017

    • Author(s)
      小川啓吾、金井謙治、竹内健、甲藤二郎、津田俊隆
    • Organizer
      電子情報通信学会 MoNA研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] Matlabによる可聴域におけるMIMO-OFDM伝送の特性評価2017

    • Author(s)
      坂牛和里、岡野真由子、金井謙治、甲藤二郎
    • Organizer
      電子情報通信学会 CS研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] MATLABによるIEEE 802.11n/11ac規格に準拠したパケット伝送特性評価及びミリ波拡張の検討2017

    • Author(s)
      岡野真由子、坂牛和里、金井謙治、甲藤二郎
    • Organizer
      電子情報通信学会 CS研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] 低遅延マルチメディア処理のためのOpenStackを活用したエッジクラウドシステム2017

    • Author(s)
      今金健太郎, 金井謙治, 甲藤二郎, 津田俊隆, 中里秀則
    • Organizer
      電子情報通信学会 CS研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] モバイルセンシングと機械学習を用いた通信品質に基づくユーザ行動推定2017

    • Author(s)
      川上航、金井謙治、Wei Bo、甲藤二郎
    • Organizer
      電子情報通信学会 CS研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] 2K/4K DASH配信時のQoS/QoE特性評価2017

    • Author(s)
      長島達哉、金井謙治、甲藤二郎
    • Organizer
      電子情報通信学会 CQ研究会
    • Related Report
      2017 Research-status Report

URL: 

Published: 2017-04-28   Modified: 2021-02-19  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi