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2015 年度 実施状況報告書

Real-time Video Analytics in Compressed Domain for Big Data Traffic Management

研究課題

研究課題/領域番号 15K21599
研究機関早稲田大学

研究代表者

劉 志  早稲田大学, 理工学術院, 次席研究員 (90750240)

研究期間 (年度) 2015-04-01 – 2018-03-31
キーワードcompress domain / video analysis / traffic management / big data
研究実績の概要

The growth of the big data is outpacing the cost decline of storage disks and the rate of increase of data network bandwidth. An overwhelming proportion of collected data is visual media such as images &videos. It becomes necessary to filter out the unnecessary video. The inherent problem is how to judge whether the video is important or not. In this fiscal year, we proposed a method to help judge the video important and now we are working on the experiments to verify its performance. Meanwhile, we proposed new schemes for the big data network traffic management. One typical work is that we propose a new smart caching scheme in CCN which could significantly reduce the network traffic.

現在までの達成度 (区分)
現在までの達成度 (区分)

2: おおむね順調に進展している

理由

As mentioned in the application, the main tasks of the first year are the importance evaluation and the importance calculation based on the compressed-domain information. During the previous fiscal year, I proposed a method to judge the importance and a method to help calculate the video semantics based on the compressed-domain information. Meanwhile, I also proposed methods to help reduce the big data network traffic such as using smart caching in CCN, which is complementary.

今後の研究の推進方策

In this fiscal year, I will continue the experiments on the video semantics calculation based on the compressed domain information, I expect to get the proposed scheme’s results in this year. Meanwhile, I will also keep on proposing new schemes for the big data traffic management besides the compressed domain video analytic.

次年度使用額が生じた理由

Planned purchase are rescheduled in year 2016, hence the money of Y2015 will be switched to Y2016.

次年度使用額の使用計画

The budget will be used in this year according to the plan and the necessity.

  • 研究成果

    (17件)

すべて 2016 2015

すべて 雑誌論文 (5件) (うち国際共著 4件、 査読あり 5件、 謝辞記載あり 2件) 学会発表 (11件) (うち国際学会 6件) 図書 (1件)

  • [雑誌論文] Joint MCS and Power Allocation for SVC Multicast over Heterogeneous Cellular Networks2016

    • 著者名/発表者名
      Jie Li, Zhongming Bao, Chenxiang Zhang, Qiyue Li, Zhi Liu
    • 雑誌名

      Elsevier Computer Communication

      巻: 83 ページ: 16-26

    • DOI

      10.1016/j.comcom.2016.03.018

    • 査読あり / 国際共著
  • [雑誌論文] Fast-start Video Delivery in Future Internet Architectures with Intra-domain Caching2016

    • 著者名/発表者名
      Zhi Liu, Mianxiong Dong, Bo Gu, Cheng Zhang, Yusheng Ji, Yoshiaki Tanaka
    • 雑誌名

      ACM/springer Mobile Networks and Applications

      巻: NA ページ: NA

    • DOI

      10.1007/s11036-016-0694-8

    • 査読あり / 謝辞記載あり
  • [雑誌論文] Collaborative Wireless Freeview Video Streaming with Network Coding2016

    • 著者名/発表者名
      Bo Zhang, Zhi Liu, S.-H. Gary Chan, Gene Cheung
    • 雑誌名

      IEEE Transaction on Multimedia

      巻: 18 ページ: 521-536

    • DOI

      10.1109/TMM.2016.2518485

    • 査読あり / 国際共著 / 謝辞記載あり
  • [雑誌論文] Power Control in D2Dbased Vehicular Communication Networks2015

    • 著者名/発表者名
      Yi Ren, Fuqiang Liu, Zhi Liu, Chao Wang, Yusheng Ji
    • 雑誌名

      IEEE Transaction on Vehicular Technology

      巻: 64 ページ: 5547-5562

    • DOI

      10.1109/TVT.2015.2487365,

    • 査読あり / 国際共著
  • [雑誌論文] Incentivize Spectrum Leasing inCognitive Radio Networks by Exploiting Cooperative Retransmission2015

    • 著者名/発表者名
      Xiaoyan Wang, Yusheng Ji, Hao Zhou, Zhi Liu, Jie Li
    • 雑誌名

      EAI Transactions on Wireless Spectrum

      巻: 15 ページ: 1-8

    • DOI

      10.4108/ws.1.3.e2

    • 査読あり / 国際共著
  • [学会発表] Device-to-device Assisted Video Frame Recovery for Picocell Edge Users in Heterogeneous Networks2016

    • 著者名/発表者名
      Zhi LIU
    • 学会等名
      IEEE International Conference on Communications (IEEE ICC)
    • 発表場所
      Kuala Lumpur, Malaysia
    • 年月日
      2016-05-23 – 2016-05-27
    • 国際学会
  • [学会発表] Intra-Domain Video Caching in Content Centric Network with Normalized Popularity2016

    • 著者名/発表者名
      Zhi Liu
    • 学会等名
      IEICE General Conference
    • 発表場所
      Fukuoka, Japan
    • 年月日
      2016-03-15 – 2016-03-18
  • [学会発表] Empty Scene and Non-empty Scene Detection from Wi-Sun Acceleration Sensor2016

    • 著者名/発表者名
      Zhi Liu
    • 学会等名
      IEICE General Conference
    • 発表場所
      Fukuoka, Japan
    • 年月日
      2016-03-15 – 2016-03-18
  • [学会発表] Resource Allocation and Layer Selection for Video Streaming over Highway Networks Using Scalable Video Coding2016

    • 著者名/発表者名
      Ruijian An
    • 学会等名
      IEICE Technical meeting
    • 発表場所
      Tsukuba, Japan
    • 年月日
      2016-01-21 – 2016-01-22
  • [学会発表] A Privacy Preserving Truthful Spectrum Auction Scheme using Homomorphic Encryption2015

    • 著者名/発表者名
      Xiaoyan Wang
    • 学会等名
      IEEE Global Communication Conference (IEEE GLOBECOM),
    • 発表場所
      San Diego, USA
    • 年月日
      2015-12-06 – 2015-12-10
    • 国際学会
  • [学会発表] A Markov Chain Based Traffic Flow Control Model for Reducing Vehicles’ CO2 Emissions2015

    • 著者名/発表者名
      Jun Sun
    • 学会等名
      IEEE International Conference on Vehicular Electronics and Safety (ICVES2015),
    • 発表場所
      Yokohama, Japan
    • 年月日
      2015-11-05 – 2015-11-07
    • 国際学会
  • [学会発表] traffic Deduction Exploring Sensor Data’s Intra-Correlations in Wireless Train Track Unusual Notification Sensor Networks2015

    • 著者名/発表者名
      Zhi LIU
    • 学会等名
      IEEE Sensors15
    • 発表場所
      Busan, Korea
    • 年月日
      2015-11-01 – 2015-11-04
    • 国際学会
  • [学会発表] Pricing in Pay-per-View Video System for Content Provider Profit Maximization2015

    • 著者名/発表者名
      Zhi Liu
    • 学会等名
      IEICE Society Conference
    • 発表場所
      Sendai, Japan
    • 年月日
      2015-09-08 – 2015-09-11
  • [学会発表] Oligopoly Competition in Time-Dependent Pricing for Improving Revenue of Network Service Providers Considering Different QoS Functions2015

    • 著者名/発表者名
      Cheng Zhang
    • 学会等名
      17th Asia-Pacific Network Operations and Management Symposium (APNOMS
    • 発表場所
      Busan, Korea
    • 年月日
      2015-08-19 – 2015-08-21
    • 国際学会
  • [学会発表] InterDomain Popularity-aware Video Caching in Future Internet Architectures2015

    • 著者名/発表者名
      Zhi Liu
    • 学会等名
      11th International Conference on Heterogeneous Networking for Quality, Reliability, Security and Robustness (Qshine15)
    • 発表場所
      Taipei, Taiwan
    • 年月日
      2015-08-19 – 2015-08-20
    • 国際学会
  • [学会発表] Sensor Data Characteristics in the Wireless Train Track Unusual Notification Sensor Networks2015

    • 著者名/発表者名
      Zhi LIU
    • 学会等名
      IEICE Technical meeting
    • 発表場所
      Nara, Japan
    • 年月日
      2015-07-06 – 2015-07-07
  • [図書] book chapter "Wireless Video Fog: Collaborative Video Streaming among Mobiles", in book "Fog Networking"2016

    • 著者名/発表者名
      Bo Zhang, Zhi Liu, S.-H. Gary Chan
    • 総ページ数
      NA
    • 出版者
      Wiley

URL: 

公開日: 2017-01-06  

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