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2021 年度 実績報告書

AI-empowered Point Cloud Video Streaming

研究課題

研究課題/領域番号 20H04174
研究機関電気通信大学

研究代表者

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

研究分担者 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)
研究期間 (年度) 2020-04-01 – 2024-03-31
キーワードpoint cloud / video streaming / MEC / AI / VR/AR/MR
研究実績の概要

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.

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

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.

今後の研究の推進方策

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

  • 研究成果

    (27件)

すべて 2022 2021 その他

すべて 国際共同研究 (1件) 雑誌論文 (18件) (うち国際共著 13件、 査読あり 17件) 学会発表 (8件) (うち国際学会 8件)

  • [国際共同研究] Shanghai Jiao Tong University/Hefei University of Technology(中国)

    • 国名
      中国
    • 外国機関名
      Shanghai Jiao Tong University/Hefei University of Technology
  • [雑誌論文] Optimal Volumetric Video Streaming with Hybrid Saliency based Tiling2022

    • 著者名/発表者名
      Li Jie、Zhang Cong、Liu Zhi、Hong Richang、Hu Han
    • 雑誌名

      IEEE Transactions on Multimedia

      巻: - ページ: 1~1

    • DOI

      10.1109/TMM.2022.3153208

  • [雑誌論文] Social Media Driven Big Data Analysis for Disaster Situation Awareness: A Tutorial2022

    • 著者名/発表者名
      Pal Amitangshu、Wang Junbo、Wu Yilang、Kant Krishna、Liu Zhi、Sato Kento
    • 雑誌名

      IEEE Transactions on Big Data

      巻: XX ページ: 1~1

    • DOI

      10.1109/TBDATA.2022.3158431

    • 査読あり / 国際共著
  • [雑誌論文] Spherical Convolution empowered Viewport Prediction in 360 Video Multicast with Limited FoV Feedback2022

    • 著者名/発表者名
      Li Jie、Han Ling、Zhang Chong、Li Qiyue、Liu Zhi
    • 雑誌名

      ACM Transactions on Multimedia Computing, Communications, and Applications

      巻: XX ページ: XXXXX

    • DOI

      10.1145/3511603

    • 査読あり / 国際共著
  • [雑誌論文] Information Freshness-Aware Task Offloading in Air-Ground Integrated Edge Computing Systems2022

    • 著者名/発表者名
      Chen Xianfu、Wu Celimuge、Chen Tao、Liu Zhi、Zhang Honggang、Bennis Mehdi、Liu Hang、Ji Yusheng
    • 雑誌名

      IEEE Journal on Selected Areas in Communications

      巻: 40 ページ: 243~258

    • DOI

      10.1109/JSAC.2021.3126075

    • 査読あり / 国際共著
  • [雑誌論文] On the Latency Performance in Private Blockchain Networks2022

    • 著者名/発表者名
      Chen Xuan、Nguyen Kien、Sekiya Hiroo
    • 雑誌名

      IEEE Internet of Things Journal

      巻: NA ページ: 1~1

    • DOI

      10.1109/JIOT.2022.3165666

    • 査読あり
  • [雑誌論文] Robust Edge Computing in UAV Systems via Scalable Computing and Cooperative Computing2021

    • 著者名/発表者名
      Liu Zhi、Zhan Cheng、Cui Ying、Wu Celimuge、Hu Han
    • 雑誌名

      IEEE Wireless Communications

      巻: 28 ページ: 36~42

    • DOI

      10.1109/MWC.121.2100041

    • 査読あり / 国際共著
  • [雑誌論文] Point Cloud Video Streaming: Challenges and Solutions2021

    • 著者名/発表者名
      Liu Zhi、Li Qiyue、Chen Xianfu、Wu Celimuge、Ishihara Susumu、Li Jie、Ji Yusheng
    • 雑誌名

      IEEE Network

      巻: 35 ページ: 202~209

    • DOI

      10.1109/MNET.101.2000364

    • 査読あり / 国際共著
  • [雑誌論文] Adaptive Streaming of 360 Videos With Perfect, Imperfect, and Unknown FoV Viewing Probabilities in Wireless Networks2021

    • 著者名/発表者名
      Zhao Lingzhi、Cui Ying、Liu Zhi、Zhang Yunfei、Yang Sheng
    • 雑誌名

      IEEE Transactions on Image Processing

      巻: 30 ページ: 7744~7759

    • DOI

      10.1109/TIP.2021.3099741

    • 査読あり / 国際共著
  • [雑誌論文] Computation Offloading in Beyond 5G Networks: A Distributed Learning Framework and Applications2021

    • 著者名/発表者名
      Chen Xianfu、Wu Celimuge、Liu Zhi、Zhang Ning、Ji Yusheng
    • 雑誌名

      IEEE Wireless Communications

      巻: 28 ページ: 56~62

    • DOI

      10.1109/MWC.001.2000296

    • 査読あり / 国際共著
  • [雑誌論文] Power-Efficient Wireless Streaming of Multi-Quality Tiled 360 VR Video in MIMO-OFDMA Systems2021

    • 著者名/発表者名
      Guo Chengjun、Zhao Lingzhi、Cui Ying、Liu Zhi、Ng Derrick Wing Kwan
    • 雑誌名

      IEEE Transactions on Wireless Communications

      巻: 20 ページ: 5408~5422

    • DOI

      10.1109/TWC.2021.3067803

    • 査読あり / 国際共著
  • [雑誌論文] Joint Resource Allocation and 3D Aerial Trajectory Design for Video Streaming in UAV Communication Systems2021

    • 著者名/発表者名
      Zhan Cheng、Hu Han、Sui Xiufeng、Liu Zhi、Wang Jianan、Wang Honggang
    • 雑誌名

      IEEE Transactions on Circuits and Systems for Video Technology

      巻: 31 ページ: 3227~3241

    • DOI

      10.1109/TCSVT.2020.3035618

    • 査読あり / 国際共著
  • [雑誌論文] Implementation of Micropayment System Using IoT Devices2021

    • 著者名/発表者名
      Nakada Ryota、Nguyen Kien、Sekiya Hiroo
    • 雑誌名

      Journal of Signal Processing

      巻: 25 ページ: 137~140

    • DOI

      10.2299/jsp.25.137

    • 査読あり
  • [雑誌論文] Decentralizing Private Blockchain-IoT Network with OLSR2021

    • 著者名/発表者名
      Chen Xuan、Tian Shujuan、Nguyen Kien、Sekiya Hiroo
    • 雑誌名

      Future Internet

      巻: 13 ページ: 168~168

    • DOI

      10.3390/fi13070168

    • 査読あり
  • [雑誌論文] An Intelligent Collaboration Trust Interconnections System for Mobile Information Control in Ubiquitous 5G Networks2021

    • 著者名/発表者名
      Huang Shaobo、Zeng Zhiwen、Ota Kaoru、Dong Mianxiong、Wang Tian、Xiong Neal N.
    • 雑誌名

      IEEE Transactions on Network Science and Engineering

      巻: 8 ページ: 347~365

    • DOI

      10.1109/TNSE.2020.3038454

    • 査読あり / 国際共著
  • [雑誌論文] Healthchain: Secure EMRs Management and Trading in Distributed Healthcare Service System2021

    • 著者名/発表者名
      Li Chaoyang、Dong Mianxiong、Li Jian、Xu Gang、Chen Xiubo、Ota Kaoru
    • 雑誌名

      IEEE Internet of Things Journal

      巻: 8 ページ: 7192~7202

    • DOI

      10.1109/JIOT.2020.3038721

    • 査読あり / 国際共著
  • [雑誌論文] Congestion-Aware Scheduling for Software-Defined SAG Networks2021

    • 著者名/発表者名
      Tao Xiaoyi、Ota Kaoru、Dong Mianxiong、Qi Heng、Li Keqiu
    • 雑誌名

      IEEE Transactions on Network Science and Engineering

      巻: 8 ページ: 2861~2871

    • DOI

      10.1109/TNSE.2021.3055372

    • 査読あり / 国際共著
  • [雑誌論文] Deploying SDN Control in Internet of UAVs: Q-Learning-Based Edge Scheduling2021

    • 著者名/発表者名
      Zhang Chaofeng、Dong Mianxiong、Ota Kaoru
    • 雑誌名

      IEEE Transactions on Network and Service Management

      巻: 18 ページ: 526~537

    • DOI

      10.1109/TNSM.2021.3059159

    • 査読あり
  • [雑誌論文] Cost as Performance: VNF Placement at the Edge2021

    • 著者名/発表者名
      Tao Xiaoyi、Ota Kaoru、Dong Mianxiong、Qi Heng、Li Keqiu
    • 雑誌名

      IEEE Networking Letters

      巻: 3 ページ: 70~74

    • DOI

      10.1109/LNET.2021.3065651

    • 査読あり / 国際共著
  • [学会発表] Recovery Time Evaluation of Ad-hoc Routing Protocols in IoT-Blockchain2022

    • 著者名/発表者名
      Yue Su, Kien Nguyen, Hiroo Sekiya
    • 学会等名
      IEEE 4th Global Conference on Life Sciences and Technologies (LifeTech),
    • 国際学会
  • [学会発表] A Host-based Investigation of IPv6 in Academia: The Cases of Japan and Vietnam2022

    • 著者名/発表者名
      Kien Nguyen, Phi Le Nguyen, Hiroo Sekiya
    • 学会等名
      , IEEE Consumer Communications & Networking Conference (CCNC)
    • 国際学会
  • [学会発表] A Deep Reinforcement Learning Approach for Point Cloud Video Transmissions2021

    • 著者名/発表者名
      Hai Lin, Bo Zhang, Yangjie Cao, Zhi Liu, Xianfu Chen
    • 学会等名
      2021 IEEE 94th Vehicular Technology Conference (VTC2021-Fall)
    • 国際学会
  • [学会発表] Optimal transmission of multi-quality tiled 360 VR video in MIMO-OFDMA systems2021

    • 著者名/発表者名
      Chengjun Guo, Ying Cui, Zhi Liu, Derrick Wing Kwan Ng
    • 学会等名
      ICC 2021-IEEE International Conference on Communications
    • 国際学会
  • [学会発表] A QoS-guaranteed System with Software Defined Networking and Micropayment:2021

    • 著者名/発表者名
      Hideya Masaki, Kien Nguyen, Hiroo Sekiya
    • 学会等名
      The 26th IEEE Asia-Pacific Conference on Communications (APCC)
    • 国際学会
  • [学会発表] A Comparison of Distributed Ledger Technologies in IoT: IOTA Versus Ethereum2021

    • 著者名/発表者名
      Xuan Chen, Ryota Nakada, Kien Nguyen, Hiroo Sekiya
    • 学会等名
      The 20th IEEE International Symposium on Communications and Information Technologies (ISCIT 2021),
    • 国際学会
  • [学会発表] An IOTA-Based Micropayment System for Air Quality Monitoring Application2021

    • 著者名/発表者名
      Ryota Nakada, Zhetao Li, Tingrui Pei, Kien Nguyen, Hiroo Sekiya
    • 学会等名
      IEEE 94th Vehicular Technology Conference (VTC2021-Fall)
    • 国際学会
  • [学会発表] Multi-Agent Multi-Armed Bandit Learning for Offloading Delay Minimization in V2X Networks2021

    • 著者名/発表者名
      Nang Hung Nguyen, Phi Le Nguyen, Hieu Dinh, Thanh Hung Nguyen, Kien Nguyen
    • 学会等名
      IEEE international conference on embedded and ubiquitous computing (EUC 2021)
    • 国際学会

URL: 

公開日: 2022-12-28  

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