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2021 Fiscal Year Annual Research Report

AI-empowered Point Cloud Video Streaming

Research Project

Project/Area Number 20H04174
Research InstitutionThe University of Electro-Communications

Principal Investigator

劉 志  電気通信大学, 大学院情報理工学研究科, 准教授 (90750240)

Co-Investigator(Kenkyū-buntansha) 太田 香  室蘭工業大学, 大学院工学研究科, 文部科学省卓越研究員(准教授) (50713971)
李 鶴  室蘭工業大学, 大学院工学研究科, 文部科学省卓越研究員(助教) (40759891)
Kien Nguyen  千葉大学, 大学院工学研究院, 助教 (80647222)
Project Period (FY) 2020-04-01 – 2024-03-31
Keywordspoint cloud / video streaming / MEC / AI / VR/AR/MR
Outline of Annual Research Achievements

Point cloud video is the most popular representation of hologram, which is the medium to precedent natural content in VR/AR/MR, and is expected to be the next generation video by providing users with better immersive viewing experience. Point cloud video has wide applications in Society 5.0 such as for online education and entertainment. To further enhance these applications, networked point cloud video is in critical demand. This project aims to solve the core technical questions for a high quality point cloud video streaming and promote the applications of point cloud video in Society 5.0.
Towards this goal, we have mainly considered 1) how to design transmission friendly point cloud video codec, 2) how to utilize AI to build MEC for the point cloud video streaming, and 3) how to utilize AI to schedule the point cloud video streaming, in order to provide users with high quality point cloud video services.

Part of the results have been published in IEEE journals and conferences.

Current Status of Research Progress
Current Status of Research Progress

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

Reason

According to the schedule, we focus on the survey, the codec design, MEC and transmission scheduling in the first two years. From our achievement, we can find the progress is smooth.

Strategy for Future Research Activity

Next year I will focus on the following three technical challenges:
1. AI-empowered point cloud video transmission
2. AI-inspired MEC design for point cloud video transmiission
3. prototype building and scheme adjustment

  • Research Products

    (27 results)

All 2022 2021 Other

All Int'l Joint Research (1 results) Journal Article (18 results) (of which Int'l Joint Research: 13 results,  Peer Reviewed: 17 results) Presentation (8 results) (of which Int'l Joint Research: 8 results)

  • [Int'l Joint Research] Shanghai Jiao Tong University/Hefei University of Technology(中国)

    • Country Name
      CHINA
    • Counterpart Institution
      Shanghai Jiao Tong University/Hefei University of Technology
  • [Journal Article] Optimal Volumetric Video Streaming with Hybrid Saliency based Tiling2022

    • Author(s)
      Li Jie、Zhang Cong、Liu Zhi、Hong Richang、Hu Han
    • Journal Title

      IEEE Transactions on Multimedia

      Volume: - Pages: 1~1

    • DOI

      10.1109/TMM.2022.3153208

  • [Journal Article] Social Media Driven Big Data Analysis for Disaster Situation Awareness: A Tutorial2022

    • Author(s)
      Pal Amitangshu、Wang Junbo、Wu Yilang、Kant Krishna、Liu Zhi、Sato Kento
    • Journal Title

      IEEE Transactions on Big Data

      Volume: XX Pages: 1~1

    • DOI

      10.1109/TBDATA.2022.3158431

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Spherical Convolution empowered Viewport Prediction in 360 Video Multicast with Limited FoV Feedback2022

    • Author(s)
      Li Jie、Han Ling、Zhang Chong、Li Qiyue、Liu Zhi
    • Journal Title

      ACM Transactions on Multimedia Computing, Communications, and Applications

      Volume: XX Pages: XXXXX

    • DOI

      10.1145/3511603

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Information Freshness-Aware Task Offloading in Air-Ground Integrated Edge Computing Systems2022

    • Author(s)
      Chen Xianfu、Wu Celimuge、Chen Tao、Liu Zhi、Zhang Honggang、Bennis Mehdi、Liu Hang、Ji Yusheng
    • Journal Title

      IEEE Journal on Selected Areas in Communications

      Volume: 40 Pages: 243~258

    • DOI

      10.1109/JSAC.2021.3126075

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] On the Latency Performance in Private Blockchain Networks2022

    • Author(s)
      Chen Xuan、Nguyen Kien、Sekiya Hiroo
    • Journal Title

      IEEE Internet of Things Journal

      Volume: NA Pages: 1~1

    • DOI

      10.1109/JIOT.2022.3165666

    • Peer Reviewed
  • [Journal Article] Robust Edge Computing in UAV Systems via Scalable Computing and Cooperative Computing2021

    • Author(s)
      Liu Zhi、Zhan Cheng、Cui Ying、Wu Celimuge、Hu Han
    • Journal Title

      IEEE Wireless Communications

      Volume: 28 Pages: 36~42

    • DOI

      10.1109/MWC.121.2100041

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Point Cloud Video Streaming: Challenges and Solutions2021

    • Author(s)
      Liu Zhi、Li Qiyue、Chen Xianfu、Wu Celimuge、Ishihara Susumu、Li Jie、Ji Yusheng
    • Journal Title

      IEEE Network

      Volume: 35 Pages: 202~209

    • DOI

      10.1109/MNET.101.2000364

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Adaptive Streaming of 360 Videos With Perfect, Imperfect, and Unknown FoV Viewing Probabilities in Wireless Networks2021

    • Author(s)
      Zhao Lingzhi、Cui Ying、Liu Zhi、Zhang Yunfei、Yang Sheng
    • Journal Title

      IEEE Transactions on Image Processing

      Volume: 30 Pages: 7744~7759

    • DOI

      10.1109/TIP.2021.3099741

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Computation Offloading in Beyond 5G Networks: A Distributed Learning Framework and Applications2021

    • Author(s)
      Chen Xianfu、Wu Celimuge、Liu Zhi、Zhang Ning、Ji Yusheng
    • Journal Title

      IEEE Wireless Communications

      Volume: 28 Pages: 56~62

    • DOI

      10.1109/MWC.001.2000296

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Power-Efficient Wireless Streaming of Multi-Quality Tiled 360 VR Video in MIMO-OFDMA Systems2021

    • Author(s)
      Guo Chengjun、Zhao Lingzhi、Cui Ying、Liu Zhi、Ng Derrick Wing Kwan
    • Journal Title

      IEEE Transactions on Wireless Communications

      Volume: 20 Pages: 5408~5422

    • DOI

      10.1109/TWC.2021.3067803

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Joint Resource Allocation and 3D Aerial Trajectory Design for Video Streaming in UAV Communication Systems2021

    • Author(s)
      Zhan Cheng、Hu Han、Sui Xiufeng、Liu Zhi、Wang Jianan、Wang Honggang
    • Journal Title

      IEEE Transactions on Circuits and Systems for Video Technology

      Volume: 31 Pages: 3227~3241

    • DOI

      10.1109/TCSVT.2020.3035618

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Implementation of Micropayment System Using IoT Devices2021

    • Author(s)
      Nakada Ryota、Nguyen Kien、Sekiya Hiroo
    • Journal Title

      Journal of Signal Processing

      Volume: 25 Pages: 137~140

    • DOI

      10.2299/jsp.25.137

    • Peer Reviewed
  • [Journal Article] Decentralizing Private Blockchain-IoT Network with OLSR2021

    • Author(s)
      Chen Xuan、Tian Shujuan、Nguyen Kien、Sekiya Hiroo
    • Journal Title

      Future Internet

      Volume: 13 Pages: 168~168

    • DOI

      10.3390/fi13070168

    • Peer Reviewed
  • [Journal Article] An Intelligent Collaboration Trust Interconnections System for Mobile Information Control in Ubiquitous 5G Networks2021

    • Author(s)
      Huang Shaobo、Zeng Zhiwen、Ota Kaoru、Dong Mianxiong、Wang Tian、Xiong Neal N.
    • Journal Title

      IEEE Transactions on Network Science and Engineering

      Volume: 8 Pages: 347~365

    • DOI

      10.1109/TNSE.2020.3038454

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Healthchain: Secure EMRs Management and Trading in Distributed Healthcare Service System2021

    • Author(s)
      Li Chaoyang、Dong Mianxiong、Li Jian、Xu Gang、Chen Xiubo、Ota Kaoru
    • Journal Title

      IEEE Internet of Things Journal

      Volume: 8 Pages: 7192~7202

    • DOI

      10.1109/JIOT.2020.3038721

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Congestion-Aware Scheduling for Software-Defined SAG Networks2021

    • Author(s)
      Tao Xiaoyi、Ota Kaoru、Dong Mianxiong、Qi Heng、Li Keqiu
    • Journal Title

      IEEE Transactions on Network Science and Engineering

      Volume: 8 Pages: 2861~2871

    • DOI

      10.1109/TNSE.2021.3055372

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Deploying SDN Control in Internet of UAVs: Q-Learning-Based Edge Scheduling2021

    • Author(s)
      Zhang Chaofeng、Dong Mianxiong、Ota Kaoru
    • Journal Title

      IEEE Transactions on Network and Service Management

      Volume: 18 Pages: 526~537

    • DOI

      10.1109/TNSM.2021.3059159

    • Peer Reviewed
  • [Journal Article] Cost as Performance: VNF Placement at the Edge2021

    • Author(s)
      Tao Xiaoyi、Ota Kaoru、Dong Mianxiong、Qi Heng、Li Keqiu
    • Journal Title

      IEEE Networking Letters

      Volume: 3 Pages: 70~74

    • DOI

      10.1109/LNET.2021.3065651

    • Peer Reviewed / Int'l Joint Research
  • [Presentation] Recovery Time Evaluation of Ad-hoc Routing Protocols in IoT-Blockchain2022

    • Author(s)
      Yue Su, Kien Nguyen, Hiroo Sekiya
    • Organizer
      IEEE 4th Global Conference on Life Sciences and Technologies (LifeTech),
    • Int'l Joint Research
  • [Presentation] A Host-based Investigation of IPv6 in Academia: The Cases of Japan and Vietnam2022

    • Author(s)
      Kien Nguyen, Phi Le Nguyen, Hiroo Sekiya
    • Organizer
      , IEEE Consumer Communications & Networking Conference (CCNC)
    • Int'l Joint Research
  • [Presentation] A Deep Reinforcement Learning Approach for Point Cloud Video Transmissions2021

    • Author(s)
      Hai Lin, Bo Zhang, Yangjie Cao, Zhi Liu, Xianfu Chen
    • Organizer
      2021 IEEE 94th Vehicular Technology Conference (VTC2021-Fall)
    • Int'l Joint Research
  • [Presentation] Optimal transmission of multi-quality tiled 360 VR video in MIMO-OFDMA systems2021

    • Author(s)
      Chengjun Guo, Ying Cui, Zhi Liu, Derrick Wing Kwan Ng
    • Organizer
      ICC 2021-IEEE International Conference on Communications
    • Int'l Joint Research
  • [Presentation] A QoS-guaranteed System with Software Defined Networking and Micropayment:2021

    • Author(s)
      Hideya Masaki, Kien Nguyen, Hiroo Sekiya
    • Organizer
      The 26th IEEE Asia-Pacific Conference on Communications (APCC)
    • Int'l Joint Research
  • [Presentation] A Comparison of Distributed Ledger Technologies in IoT: IOTA Versus Ethereum2021

    • Author(s)
      Xuan Chen, Ryota Nakada, Kien Nguyen, Hiroo Sekiya
    • Organizer
      The 20th IEEE International Symposium on Communications and Information Technologies (ISCIT 2021),
    • Int'l Joint Research
  • [Presentation] An IOTA-Based Micropayment System for Air Quality Monitoring Application2021

    • Author(s)
      Ryota Nakada, Zhetao Li, Tingrui Pei, Kien Nguyen, Hiroo Sekiya
    • Organizer
      IEEE 94th Vehicular Technology Conference (VTC2021-Fall)
    • Int'l Joint Research
  • [Presentation] Multi-Agent Multi-Armed Bandit Learning for Offloading Delay Minimization in V2X Networks2021

    • Author(s)
      Nang Hung Nguyen, Phi Le Nguyen, Hieu Dinh, Thanh Hung Nguyen, Kien Nguyen
    • Organizer
      IEEE international conference on embedded and ubiquitous computing (EUC 2021)
    • Int'l Joint Research

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Published: 2022-12-28  

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