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

Research Project

Project/Area Number 15K21599
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Multimedia database
Information network
Research InstitutionShizuoka University (2017)
Waseda University (2015-2016)

Principal Investigator

Liu Zhi  静岡大学, 工学部, 助教 (90750240)

Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2017: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2016: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2015: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywordsビ ッ グ デ ー タ / マ ル チ メ デ ィ ア 情報処理 / ネ ッ ト ワ ー ク 構成 運用管理評価技術 / ト ラ フ ィ ッ ク 管理 / マ ル チ メ デ ィ ア / 情報ネ ッ ト ワ ー ク / video analysis / compressed domain / traffic reduction / edge processing / traffic managment / big data / traffic management / ICN / compress domain
Outline of Final Research Achievements

Vast amount of data (also known as Big Data) is now continuously collected across geographical locations for massive data analysis towards semantically meaningful information and trends. An overwhelming proportion of collected data is visual media such as images & videos. To keep up with the torrid pace of big data growth and avoid paralyzing network congestion and/or data overflow at cloud storage, a smarter data collection scheme, one that targets visual media specifically, must be designed to filter out in real time uninformative data at network edges before it enters the network core.
In this project, we conducted the compressed domain video analysis and designed the video transmission methods in various types of networks. The related results are published or submitted to number of journal and conference papers.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (66 results)

All 2018 2017 2016 2015 Other

All Int'l Joint Research (3 results) Journal Article (17 results) (of which Int'l Joint Research: 15 results,  Peer Reviewed: 17 results,  Open Access: 7 results,  Acknowledgement Compliant: 3 results) Presentation (43 results) (of which Int'l Joint Research: 36 results) Book (2 results) Remarks (1 results)

  • [Int'l Joint Research] Shanghai Jiaotong University/Hefei University of Technology/Zhengzhou University(China)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] USTC/Hefei University of Technology(China)

    • Related Report
      2016 Research-status Report
  • [Int'l Joint Research] HKUST(HK SAR)

    • 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] 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] 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] Data Driven Cyber-Physical System for Landslide Detection2018

    • Author(s)
      Liu Zhi、Tsuda Toshitaka、Watanabe Hiroshi、Ryuo Satoko、Iwasawa Nagateru
    • Journal Title

      Mobile Networks and Applications

      Volume: - Issue: 3 Pages: 1-12

    • DOI

      10.1007/s11036-018-1031-1

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Distributed hole-bypassing protocol in WSNs with constant stretch and load balancing2017

    • Author(s)
      Nguyen Phi Le、Ji Yusheng、Liu Zhi、Vu Huy、Nguyen Khanh-Van
    • Journal Title

      Computer Networks

      Volume: 129 Pages: 232-250

    • DOI

      10.1016/j.comnet.2017.10.001

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] RMDS: Ranging and multidimensional scaling-based anchor-free localization in large-scale wireless sensor networks with coverage holes2017

    • Author(s)
      Li Qiyue、Chu Baoyu、Wu Zhong、Sun Wei、Chen Liangfeng、Li Jie、Liu Zhi
    • Journal Title

      International Journal of Distributed Sensor Networks

      Volume: 13 Issue: 8 Pages: 1-17

    • DOI

      10.1177/1550147717724659

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] AVE: Autonomous Vehicular Edge Computing Framework with ACO-Based Scheduling2017

    • Author(s)
      Jingyun Feng, Zhi Liu, Celimuge Wu, Yusheng Ji
    • Journal Title

      IEEE Transactions on Vehicular Technology

      Volume: 66(12) Issue: 12 Pages: 10660-10675

    • DOI

      10.1109/tvt.2017.2714704

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Fingerprints in the Air: Unique Identification of Wireless Devices using RF RSS Fingerprints2017

    • Author(s)
      Qiyue Li, Hailong Fan, Wei Sun, Jie li, Liangfeng Chen, Zhi Liu
    • Journal Title

      IEEE sensors

      Volume: NA Issue: 11 Pages: 3568-3579

    • DOI

      10.1109/jsen.2017.2685564

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] BEM Channel Estimation for OFDM System in Fast Time-Varying Channel2017

    • Author(s)
      Fei Li, Zhizhong Ding, Yu Wang, Jie Li and Zhi Liu
    • Journal Title

      IEICE Transactions on Communications

      Volume: E100.B Issue: 8 Pages: 1462-1471

    • DOI

      10.1587/transcom.2016EBP3200

    • NAID

      130005876005

    • ISSN
      0916-8516, 1745-1345
    • Related Report
      2016 Research-status 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] Resource Allocation and Layer Selection for Scalable Video Streaming over Highway Vehicular Networks2016

    • Author(s)
      Ruijian An, Zhi Liu, Hao Zhou, Yusheng Ji
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E99.A Issue: 11 Pages: 1909-1917

    • DOI

      10.1587/transfun.E99.A.1909

    • NAID

      130005267910

    • ISSN
      0916-8508, 1745-1337
    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Fingerprint and Assistant Nodes based Wi-Fi Localization in Complex Indoor Environment2016

    • Author(s)
      Qiyue Li, Wei Li, Wei Sun, Jie li, Zhi Liu
    • Journal Title

      IEEE ACCESS

      Volume: 4 Pages: 2993-3004

    • DOI

      10.1109/access.2016.2579879

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [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

    • Related Report
      2016 Research-status Report 2015 Research-status Report
    • 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 Issue: 1 Pages: 98-112

    • DOI

      10.1007/s11036-016-0694-8

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research / 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 Issue: 3 Pages: 521-536

    • DOI

      10.1109/tmm.2016.2518485

    • Related Report
      2015 Research-status Report
    • 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 Issue: 12 Pages: 5547-5562

    • DOI

      10.1109/tvt.2015.2487365

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Incentivize Spectrum Leasing in Cognitive Radio Networks by Exploiting Cooperative ARQ Retransmission2015

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

      EAI Transactions on Wireless Spectrum

      Volume: 15 Issue: 3 Pages: 1-7

    • DOI

      10.4108/ws.1.3.e2

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] Popularity-aware Video Caching Management in Topology- known Content-Centric Network2018

    • Author(s)
      Zhi Liu, Mianxiong Dong, Susumu Ishihara, Cheng Zhang, Bo Gu, Yusheng Ji, Yoshiaki Tanaka
    • Organizer
      IEEE International Conference on Communi- cations (ICC)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] EmoSense: Ubiquitous Emotion Sensing via Off-the-shelf WiFi Devices2018

    • Author(s)
      Yu Gu, Tao Liu, Jie Li, Fuji Ren, Zhi Liu, Xiaoyan Wang, Peng Li
    • Organizer
      EEE International Conference on Communications (ICC)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Sleepy: Adaptive Sleep Monitoring from Afar with Commodity WiFi Infrastructures2018

    • Author(s)
      Yu Gu, Jinhai Zhan, Zhi Liu, Yusheng Ji, Jie Li, Xiaoyan Wang
    • Organizer
      IEEE Wireless Communications and Networking Conference (WCNC)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Effect of channel bonding and parallel data transmission with IEEE802.11n wireless LAN in a small sewer pipe2018

    • Author(s)
      Yuki Takei, Zhi Liu, Susumu Ishihara
    • Organizer
      The 32nd International Conference on Information Networking (ICOIN)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Study of Connectivity Probability in Wireless Ad Hoc Networks Under Nakagami-m Fading Channel2017

    • Author(s)
      Fantian Zeng, Chunxiao Li, Anran Zhen, Jun Sun, Zhi Liu
    • Organizer
      The Ninth International Conference on Ubiquitous and Future Networks (ICFUN) 2017
    • Place of Presentation
      Milan, Italy
    • Year and Date
      2017-07-04
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Activity Recognition via Channel Response: From Theoretical Analysis to Real-world Experiments2017

    • Author(s)
      Yu Gu, Jianwen Tian, Liwen Zhang, Zhi Liu, Fuji Ren, Xiaoyan Wang
    • Organizer
      2017 IEEE 85th Vehicular Technology Conference (VTC2017- Spring)
    • Place of Presentation
      Sydney, Australia
    • Year and Date
      2017-06-04
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Adaptive Video Streaming in Hybrid Landslide Detection System with D-S Theory2017

    • Author(s)
      Zhi Liu, Kenji Kanai, Masaru Takeuchi, Toshitaka Tsuda, Hiroshi Watanabe,
    • Organizer
      2017 IEEE International Workshop on Smart Multimedia
    • Place of Presentation
      HK SAR
    • Year and Date
      2017-05-29
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Collaborative Wireless Freeview Video Streaming with Network Coding2017

    • Author(s)
      Bo Zhang, Zhi Liu, S.-H. Gary Chan, Gene Cheung
    • Organizer
      IEEE International Symposium on Circuits and Systems (ISCAS17)
    • Place of Presentation
      Baltimore, USA
    • Year and Date
      2017-05-28
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] SVC-based Video Streaming over Highway Vehicular Networks with Base Layer Guarantee2017

    • Author(s)
      Ruijian An, Zhi Liu, Yusheng Ji
    • Organizer
      The Workshop on Protocols, Applications and Platforms for Enhanced Living Environments
    • Place of Presentation
      Lisbon, Portugal
    • Year and Date
      2017-05-08
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] HVC: A Hybrid Cloud Computing Framework in Vehicular Environment2017

    • Author(s)
      Jingyun Feng, Zhi Liu, Celimuge Wu, Yusheng Ji
    • Organizer
      The 5th IEEE International Conference on Mobile Cloud Computing, Services, and Engineering
    • Place of Presentation
      San Francisco, USA
    • Year and Date
      2017-04-07
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] H.264/SVC Video Streaming over Cooperative Vehicular Networks in Highway Scenario2017

    • Author(s)
      Ruijian An, Zhi Liu, Yusheng Ji
    • Organizer
      The 13th International Workshop on Heterogeneous Wireless Networks
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2017-03-27
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Network Selection for Content Distribution in Cache-enabled Vehicle IoT2017

    • Author(s)
      Zhi Liu, Bo Gu, Cheng Zhang, Yusheng Ji, Yoshiaki Tanaka
    • Organizer
      IEICE General Conference
    • Place of Presentation
      Nagoya, Japan
    • Year and Date
      2017-03-22
    • Related Report
      2016 Research-status Report
  • [Presentation] A Stackelberg Game Based Analysis for Interactions among Internet Service Provider, Content Provider, and Advertisers2017

    • Author(s)
      Cheng Zhang, Bo Gu, Zhi Liu, Kyoko Yamori, Yoshiaki Tanaka
    • Organizer
      The 2017 IEEE Workshop on Game Theory in Computer Communications
    • Place of Presentation
      Las Vegas, USA
    • Year and Date
      2017-01-08
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] On the Effectiveness of FILS with IEEE 802.11ad Wireless2017

    • Author(s)
      Hiroki Kushida, Mineo Takai, Hiroshi Mano, Zhi Liu, Susumu Ishihara
    • Organizer
      The 23rd Asia-Pacific Conference on Communications (APCC)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Coordinated Edge- Caching System Design for Content Delivery in Information centric network2017

    • Author(s)
      Xiaolan Jiang, Zhi Liu, Yusheng Ji, Lei Zhong, Ying Cui
    • Organizer
      IEEE Global Communications Conference (GLOBECOM)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Power-Efficient Multi-Quality Multicast Beamforming based on SVC and Superposition Coding2017

    • Author(s)
      Chengjun Guo, Ying Cui, Derrick Wing Kwan Ng, Zhi Liu
    • Organizer
      IEEE Global Communications Conference (GLOBECOM)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Energy-efficient Resource Allocation for Multi-user Mobile Edge Computing2017

    • Author(s)
      Junfeng Guo, Zhaozhe Song, Ying Cui, Zhi Liu, Yusheng Ji
    • Organizer
      IEEE Global Communications Conference (GLOBECOM)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Water-Filling Transmission Power Allocation Algorithm for Joint Utility Optimization in Femtocell Networks2017

    • Author(s)
      Bo Gu, Mianxiong Dong, Zhi Liu, Cheng Zhang, Yoshiaki Tanaka
    • Organizer
      IEEE Global Communications Conference (GLOBECOM)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Leveraging Location-Based Advertising to Wireless Local Area Network Deployment2017

    • Author(s)
      Cheng Zhang, Zhi Liu, Bo Gu, Kyoko Yamori , Yoshiaki Tanaka
    • Organizer
      13th International Conference on Network and Service Management (CNSM)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Energy-Efficient Resource Allocation for Cache-enabled Mobile Edge Computing2017

    • Author(s)
      Ying Cui, Wen He, Chun Ni, Chengjun Guo, Zhi Liu
    • Organizer
      42th IEEE Conference on Local Computer Networks (LCN)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Real-Time Pricing for On-Demand Bandwidth Reservation in SDN-Enabled Networks2017

    • Author(s)
      Bo Gu, Mianxiong Dong, Cheng Zhang, Zhi Liu, Yoshiaki Tanaka
    • Organizer
      14th IEEE Consumer Communications and Networking Conference
    • Place of Presentation
      Las Vegas, USA
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Real-time Multi-view Video Streaming in Highway Vehicle Ad-hoc Networks (VANETs)2016

    • Author(s)
      Zhi Liu, Mianxiong Dong, Bo Zhang, Yusheng Ji, Yoshiaki Tanaka
    • Organizer
      IEEE Global Communication Conference (IEEE GLOBECOM)
    • Place of Presentation
      Washington DC, DC, USA
    • Year and Date
      2016-12-04
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] TransFetch: A QoE-aware Video Distribution Framework in Public Transport2016

    • Author(s)
      Fangzhou Jiang, Zhi Liu, Kanchana Thilakarathna, Zhenyu Li, Yusheng Ji, Aruna Seneviratne
    • Organizer
      1th IEEE Conference on Local Computer Networks (LCN)
    • Place of Presentation
      Dubai, UAE
    • Year and Date
      2016-11-07
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] QoS-aware resource allocation for multicast service over vehicular networks2016

    • Author(s)
      Hao Zhou, Xiaoyan Wang, Zhi Liu, Xiaoming Zhao, Yusheng Ji, Shigeki Yamada
    • Organizer
      8th International Conference on Wireless Communications and Signal Processing
    • Place of Presentation
      Yangzhou, China
    • Year and Date
      2016-10-11
    • 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)
      Cheng Zhang, Bo Gu, Zhi Liu, Kyoko Yamori, Yoshiaki Tanaka
    • Organizer
      The 18th Asia-Pacific Network Operations and Management Symposium
    • Place of Presentation
      Kanazawa, Japan,
    • Year and Date
      2016-10-05
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Impact of Item Popularity and Chunk Popularity for Caching management in Content Centric Networks2016

    • Author(s)
      Zhi Liu, Mianxiong Dong, Bo Gu, Cheng Zhang, Yusheng Ji, Yoshiaki Tanaka
    • Organizer
      The 18th Asia-Pacific Network Operations and Management Symposium
    • Place of Presentation
      Kanazawa, Japan,
    • Year and Date
      2016-10-05
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] User-behavior Driven Video Caching in Content Centric Network2016

    • Author(s)
      Zhi Liu, Yusheng Ji, Xiaolan Jiang, Yoshiaki Tanaka
    • Organizer
      3rd ACM Conference on InformationCentric Networking(ICN 2016)
    • Place of Presentation
      Kyoto, Japan
    • Year and Date
      2016-09-26
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Popularity-aware Caching in Content Centric Network Considering Video Drop Ratio2016

    • Author(s)
      Zhi Liu , Bo Gu, Cheng Zhang, Yusheng Ji, Yoshiaki Tanaka
    • Organizer
      IEICE Society Conference
    • Place of Presentation
      Sapporo, Japan
    • Year and Date
      2016-09-20
    • Related Report
      2016 Research-status Report
  • [Presentation] Large Scale Environmental Sound Classification based on Efficient Feature Extraction2016

    • Author(s)
      Xiaoyan Wang, Hao Zhou, Zhi Liu, Yu Gu
    • Organizer
      016 International Workshop on Data Science and Engineering
    • Place of Presentation
      Philadelphia, PA, USA
    • Year and Date
      2016-08-16
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Fingerprint in the Air: Using the RSS Data for Uniqueness Identification2016

    • Author(s)
      Qiyue Li, Hailong Fan, Wei Sun, Jie li, Xiaoyan Wang, Zhi Liu
    • Organizer
      016 International Workshop on Data Science and Engineering
    • Place of Presentation
      Philadelphia, PA, USA
    • Year and Date
      2016-08-16
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Optimization of Resource Management in a Practical Cloud-based Online Computing System2016

    • Author(s)
      Xuefeng Liu, Yusheng Ji, Zhi Liu, Tamaki Tanaka
    • Organizer
      5th Asian conference on Nonlinear Analysis and Optimization
    • Place of Presentation
      Niigata, Japan
    • Year and Date
      2016-08-01
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Device-to-device Assisted Video Frame Recovery for Picocell Edge Users in Heterogeneous Networks2016

    • Author(s)
      Zhi Liu, Mianxiong Dong, Hao Zhou, Xiaoyan Wang, Yusheng Ji, Yoshiaki Tanaka
    • Organizer
      EEE International Conference on Communications (IEEE ICC)
    • Place of Presentation
      Kuala Lumpur, Malaysia
    • Year and Date
      2016-05-23
    • Related Report
      2016 Research-status Report
    • 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
    • Related Report
      2015 Research-status Report
    • 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
    • Related Report
      2015 Research-status Report
  • [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
    • Related Report
      2015 Research-status Report
  • [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
    • Related Report
      2015 Research-status Report
  • [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
    • Related Report
      2015 Research-status Report
    • 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
    • Related Report
      2015 Research-status Report
    • 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
    • Related Report
      2015 Research-status Report
    • 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
    • Related Report
      2015 Research-status Report
  • [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
    • Related Report
      2015 Research-status Report
    • 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
    • Related Report
      2015 Research-status Report
    • 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
    • Related Report
      2015 Research-status Report
  • [Book] Resource Allocation in Next-Generation Broadband Wireless Access Networks2016

    • Author(s)
      Zhi Liu, Mianxiong Dong, Hao Zhou, Xiaoyan Wang, Yusheng Ji, Yoshiaki Tanaka
    • Total Pages
      23
    • Publisher
      IGI
    • Related Report
      2016 Research-status Report
  • [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
    • Publisher
      Wiley
    • Related Report
      2015 Research-status Report
  • [Remarks] homepage

    • URL

      https://sites.google.com/site/liuzhi10/

    • Related Report
      2016 Research-status Report

URL: 

Published: 2015-04-16   Modified: 2022-02-22  

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