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2015 Fiscal Year Research-status Report

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

Research Project

Project/Area Number 15K21599
Research InstitutionWaseda University

Principal Investigator

劉 志  早稲田大学, 理工学術院, 次席研究員 (90750240)

Project Period (FY) 2015-04-01 – 2018-03-31
Keywordscompress domain / video analysis / traffic management / big data
Outline of Annual Research Achievements

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.

Current Status of Research Progress
Current Status of Research Progress

2: Research has progressed on the whole more than it was originally planned.

Reason

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.

Strategy for Future Research Activity

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.

Causes of Carryover

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

Expenditure Plan for Carryover Budget

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

  • Research Products

    (17 results)

All 2016 2015

All Journal Article (5 results) (of which Int'l Joint Research: 4 results,  Peer Reviewed: 5 results,  Acknowledgement Compliant: 2 results) Presentation (11 results) (of which Int'l Joint Research: 6 results) Book (1 results)

  • [Journal Article] Joint MCS and Power Allocation for SVC Multicast over Heterogeneous Cellular Networks2016

    • Author(s)
      Jie Li, Zhongming Bao, Chenxiang Zhang, Qiyue Li, Zhi Liu
    • Journal Title

      Elsevier Computer Communication

      Volume: 83 Pages: 16-26

    • DOI

      10.1016/j.comcom.2016.03.018

    • Peer Reviewed / 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 Pages: NA

    • DOI

      10.1007/s11036-016-0694-8

    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Collaborative Wireless Freeview Video Streaming with Network Coding2016

    • Author(s)
      Bo Zhang, Zhi Liu, S.-H. Gary Chan, Gene Cheung
    • Journal Title

      IEEE Transaction on Multimedia

      Volume: 18 Pages: 521-536

    • DOI

      10.1109/TMM.2016.2518485

    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Power Control in D2Dbased Vehicular Communication Networks2015

    • Author(s)
      Yi Ren, Fuqiang Liu, Zhi Liu, Chao Wang, Yusheng Ji
    • Journal Title

      IEEE Transaction on Vehicular Technology

      Volume: 64 Pages: 5547-5562

    • DOI

      10.1109/TVT.2015.2487365,

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Incentivize Spectrum Leasing inCognitive Radio Networks by Exploiting Cooperative Retransmission2015

    • Author(s)
      Xiaoyan Wang, Yusheng Ji, Hao Zhou, Zhi Liu, Jie Li
    • Journal Title

      EAI Transactions on Wireless Spectrum

      Volume: 15 Pages: 1-8

    • DOI

      10.4108/ws.1.3.e2

    • Peer Reviewed / Int'l Joint Research
  • [Presentation] Device-to-device Assisted Video Frame Recovery for Picocell Edge Users in Heterogeneous Networks2016

    • Author(s)
      Zhi LIU
    • Organizer
      IEEE International Conference on Communications (IEEE ICC)
    • Place of Presentation
      Kuala Lumpur, Malaysia
    • Year and Date
      2016-05-23 – 2016-05-27
    • Int'l Joint Research
  • [Presentation] Intra-Domain Video Caching in Content Centric Network with Normalized Popularity2016

    • Author(s)
      Zhi Liu
    • Organizer
      IEICE General Conference
    • Place of Presentation
      Fukuoka, Japan
    • Year and Date
      2016-03-15 – 2016-03-18
  • [Presentation] Empty Scene and Non-empty Scene Detection from Wi-Sun Acceleration Sensor2016

    • Author(s)
      Zhi Liu
    • Organizer
      IEICE General Conference
    • Place of Presentation
      Fukuoka, Japan
    • Year and Date
      2016-03-15 – 2016-03-18
  • [Presentation] Resource Allocation and Layer Selection for Video Streaming over Highway Networks Using Scalable Video Coding2016

    • Author(s)
      Ruijian An
    • Organizer
      IEICE Technical meeting
    • Place of Presentation
      Tsukuba, Japan
    • Year and Date
      2016-01-21 – 2016-01-22
  • [Presentation] A Privacy Preserving Truthful Spectrum Auction Scheme using Homomorphic Encryption2015

    • Author(s)
      Xiaoyan Wang
    • Organizer
      IEEE Global Communication Conference (IEEE GLOBECOM),
    • Place of Presentation
      San Diego, USA
    • Year and Date
      2015-12-06 – 2015-12-10
    • Int'l Joint Research
  • [Presentation] A Markov Chain Based Traffic Flow Control Model for Reducing Vehicles’ CO2 Emissions2015

    • Author(s)
      Jun Sun
    • Organizer
      IEEE International Conference on Vehicular Electronics and Safety (ICVES2015),
    • Place of Presentation
      Yokohama, Japan
    • Year and Date
      2015-11-05 – 2015-11-07
    • Int'l Joint Research
  • [Presentation] traffic Deduction Exploring Sensor Data’s Intra-Correlations in Wireless Train Track Unusual Notification Sensor Networks2015

    • Author(s)
      Zhi LIU
    • Organizer
      IEEE Sensors15
    • Place of Presentation
      Busan, Korea
    • Year and Date
      2015-11-01 – 2015-11-04
    • Int'l Joint Research
  • [Presentation] Pricing in Pay-per-View Video System for Content Provider Profit Maximization2015

    • Author(s)
      Zhi Liu
    • Organizer
      IEICE Society Conference
    • Place of Presentation
      Sendai, Japan
    • Year and Date
      2015-09-08 – 2015-09-11
  • [Presentation] Oligopoly Competition in Time-Dependent Pricing for Improving Revenue of Network Service Providers Considering Different QoS Functions2015

    • Author(s)
      Cheng Zhang
    • Organizer
      17th Asia-Pacific Network Operations and Management Symposium (APNOMS
    • Place of Presentation
      Busan, Korea
    • Year and Date
      2015-08-19 – 2015-08-21
    • Int'l Joint Research
  • [Presentation] InterDomain Popularity-aware Video Caching in Future Internet Architectures2015

    • Author(s)
      Zhi Liu
    • Organizer
      11th International Conference on Heterogeneous Networking for Quality, Reliability, Security and Robustness (Qshine15)
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2015-08-19 – 2015-08-20
    • Int'l Joint Research
  • [Presentation] Sensor Data Characteristics in the Wireless Train Track Unusual Notification Sensor Networks2015

    • Author(s)
      Zhi LIU
    • Organizer
      IEICE Technical meeting
    • Place of Presentation
      Nara, Japan
    • Year and Date
      2015-07-06 – 2015-07-07
  • [Book] book chapter "Wireless Video Fog: Collaborative Video Streaming among Mobiles", in book "Fog Networking"2016

    • Author(s)
      Bo Zhang, Zhi Liu, S.-H. Gary Chan
    • Total Pages
      NA
    • Publisher
      Wiley

URL: 

Published: 2017-01-06  

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