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Collaborative information processing platform for vehicular IoT based on federated learning

Research Project

Project/Area Number 21H03424
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Review Section Basic Section 60060:Information network-related
Research InstitutionThe University of Electro-Communications

Principal Investigator

Wu Celimuge  電気通信大学, 大学院情報理工学研究科, 教授 (90596230)

Co-Investigator(Kenkyū-buntansha) 村瀬 勉  名古屋大学, 情報基盤センター, 教授 (10530941)
李 鵬 (李鵬)  会津大学, コンピュータ理工学部, 上級准教授 (30735915)
計 宇生  国立情報学研究所, アーキテクチャ科学研究系, 教授 (80225333)
Project Period (FY) 2021-04-01 – 2024-03-31
Project Status Completed (Fiscal Year 2023)
Budget Amount *help
¥17,550,000 (Direct Cost: ¥13,500,000、Indirect Cost: ¥4,050,000)
Fiscal Year 2023: ¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2022: ¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2021: ¥7,670,000 (Direct Cost: ¥5,900,000、Indirect Cost: ¥1,770,000)
Keywords車両IoT / フェデレーテッド・ラーニング / 協調型情報処理基盤技術 / ファジ論理 / 協調型情報処理基盤 / ファジィ論理 / 学習クライアント選択 / ブロックチェーン / 情報処理基盤
Outline of Research at the Start

本研究では,車両IoT情報処理基盤における処理量の増加と品質向上を同時に実現するために,フェデレーテッド・ラーニング(Federated Learning: FL)手法を導入し,複雑で多様な動的環境にも対応できる車両間協調と自己進化型制御手法を開発する.既存のFLを飛躍的に高性能化させるため,以下の4つの手法にチャレンジする:(1) 深層強化学習ベースのFL情報処理基盤の設計,(2)ファジィ論理を用いた事前学習,(3) 学習クライアント選択とモデル集約,(4)自律分散環境におけるブロックチェーンの導入.これらの技術の確立のため,手法の提案,評価および実車両を用いた実験を含む多様な実証を行う.

Outline of Final Research Achievements

In order to realize cooperative autonomous driving, etc., a highly efficient and high-performance vehicle IoT information processing infrastructure technology is required. In this study, we proposed a vehicle-to-vehicle cooperation and self-evolving control method based on the federated learning (FL) method that can handle complex and diverse dynamic environments. In order to improve the performance of existing FL, we conducted research on the following four technologies: (1) deep reinforcement learning-based FL technology, (2) pre-learning technology using fuzzy logic, and (3) learning client selection and model aggregation technology, (4) FL technology using blockchain in an autonomous decentralized environment. We conducted computer simulations and real-world experiments to evaluate the proposed approach.

Academic Significance and Societal Importance of the Research Achievements

本研究では,深層強化学習とFLの組み合わせによる通信・計算・ストレージ資源の共同最適化を実現し,車両間協調で各車両の行動改善を行う手法に関する議論を行った.FLを用いた車両IoT情報処理基盤は独創的な研究であり,車両IoTにおける協調知能の実現にとって重要な一歩である.本研究で提案した手法は,高効率かつ高性能な車両IoT情報処理基盤を実現するための重要な技術であり,今後は,協調型自動運転などの高度な連携協調システムにおける活用が期待される.

Report

(4 results)
  • 2023 Annual Research Report   Final Research Report ( PDF )
  • 2022 Annual Research Report
  • 2021 Annual Research Report
  • Research Products

    (58 results)

All 2024 2023 2022 2021 Other

All Int'l Joint Research (7 results) Journal Article (22 results) (of which Int'l Joint Research: 21 results,  Peer Reviewed: 22 results,  Open Access: 9 results) Presentation (29 results) (of which Int'l Joint Research: 28 results,  Invited: 3 results)

  • [Int'l Joint Research] VTT Technical Research Centre of Finland(フィンランド)

    • Related Report
      2023 Annual Research Report
  • [Int'l Joint Research] Zhejiang University City College/Shanghai Jiaotong University/Xidian University(中国)

    • Related Report
      2023 Annual Research Report
  • [Int'l Joint Research] University of Texas at Dallas/Princeton University(米国)

    • Related Report
      2023 Annual Research Report
  • [Int'l Joint Research] VTT Technical Research Centre of Finland(フィンランド)

    • Related Report
      2022 Annual Research Report
  • [Int'l Joint Research] Zhejiang University City College/Zhengzhou University/北京郵電大学(中国)

    • Related Report
      2022 Annual Research Report
  • [Int'l Joint Research] VTT Technical Research Centre of Finland(フィンランド)

    • Related Report
      2021 Annual Research Report
  • [Int'l Joint Research] Zhejiang University City College/Zhengzhou University(中国)

    • Related Report
      2021 Annual Research Report
  • [Journal Article] Efficient Federated Learning in Resource-Constrained Edge Intelligence Networks Using Model Compression2024

    • Author(s)
      Chao Chen, Bohang Jiang, Shengli Liu, Chuanhuang Li, Celimuge Wu, and Rui Yin
    • Journal Title

      IEEE Transactions on Vehicular Technology

      Volume: 73 Issue: 2 Pages: 2643-2655

    • DOI

      10.1109/tvt.2023.3318080

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A Reinforcement Learning-Based Incentive Scheme for Multi-Hop Communications in Vehicular Networks2024

    • Author(s)
      Axida Shan, Xiumei Fan, Xianfu Chen, Yusheng Ji, and Celimuge Wu
    • Journal Title

      IEEE Transactions on Cognitive Communications and Networking

      Volume: 10 Issue: 1 Pages: 335-347

    • DOI

      10.1109/tccn.2023.3316644

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Adaptive NOMA-based Spectrum Sensing for Uplink IoT Networks2024

    • Author(s)
      Jingyi Wu, Tianheng Xu, Ting Zhou, Xianfu Chen, Honglin Hu, and Celimuge Wu
    • Journal Title

      IEEE Transactions on Cognitive Communications and Networking

      Volume: 10 Issue: 1 Pages: 138-149

    • DOI

      10.1109/tccn.2023.3315455

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Exploiting Intelligent Reflecting Surfaces for Interference Channels with SWIPT2024

    • Author(s)
      Ying Gao, Qingqing Wu, Wen Chen, Celimuge Wu, Derrick Wing Kwan Ng, and Naofal Al-Dhahir
    • Journal Title

      IEEE Transactions on Wireless Communications

      Volume: 23 Issue: 5 Pages: 4442-4458

    • DOI

      10.1109/twc.2023.3318795

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A scalable approach to optimize traffic signal control with federated reinforcement learning2023

    • Author(s)
      Bao Jingjing、Wu Celimuge、Lin Yangfei、Zhong Lei、Chen Xianfu、Yin Rui
    • Journal Title

      Scientific Reports

      Volume: 13 Issue: 1 Pages: 1-11

    • DOI

      10.1038/s41598-023-46074-3

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] An Energy-Efficient Deep Mutual Learning System Based on D2D-U Communications2023

    • Author(s)
      Rui Yin, Tingli Wang, Jiantao Yuan, Xianfu Chen, Celimuge Wu, and Yusheng Ji
    • Journal Title

      IEEE Transactions on Wireless Communications

      Volume: Early Access Issue: 7 Pages: 1-11

    • DOI

      10.1109/twc.2023.3344637

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Random Beam Switching: A Physical Layer Key Generation Approach to Safeguard mmWave Electronic Devices2023

    • Author(s)
      Ying Ju, Guoxue Zou, Haowen Bai, Lei Liu, Qingqi Pei, Celimuge Wu, and Sattam Al Otaibi
    • Journal Title

      IEEE Transactions on Consumer Electronics

      Volume: 69 Issue: 3 Pages: 594-607

    • DOI

      10.1109/tce.2023.3273125

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Performance-Oriented Design for Intelligent Reflecting Surface-Assisted Federated Learning2023

    • Author(s)
      Yapeng Zhao, Qingqing Wu, Wen Chen, Celimuge Wu, and H. Vincent Poor
    • Journal Title

      IEEE Transactions on Communications

      Volume: 71 Issue: 9 Pages: 5228-5243

    • DOI

      10.1109/tcomm.2023.3283799

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Static IRS Meets Distributed MIMO: A New Architecture for Dynamic Beamforming2023

    • Author(s)
      Guangji Chen, Qingqing Wu, Celimuge Wu, Mengnan Jian, Yijian Chen, and Wen Chen
    • Journal Title

      IEEE Wireless Communications Letters

      Volume: 12 Issue: 11 Pages: 1866-1870

    • DOI

      10.1109/lwc.2023.3296879

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Semantic Segmentation-based Semantic Communication System for Image Transmission2023

    • Author(s)
      Jiale Wu, Celimuge Wu, Yangfei Lin, Tsutomu Yoshinaga, Lei Zhong, Xianfu Chen, and Yusheng Ji
    • Journal Title

      Digital Communications and Networks

      Volume: xxx Issue: 3 Pages: 519-527

    • DOI

      10.1016/j.dcan.2023.02.006

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Multi-Agent Meta-Reinforcement Learning for Optimized Task Scheduling in Heterogeneous Edge Computing Systems2023

    • Author(s)
      Liwen Niu, Xianfu Chen, Ning Zhang, Dong Zhu, Rui Yin, Celimuge Wu, and Yangjie Cao
    • Journal Title

      IEEE Internet of Things Journal

      Volume: xxx Issue: 12 Pages: 10519-10531

    • DOI

      10.1109/jiot.2023.3241222

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Multi-Robot Systems and Cooperative Object Transport: Communications, Platforms, and Challenges2023

    • Author(s)
      Xing An, Celimuge Wu, Yangfei Lin, Min Lin, Tsutomu Yoshinaga, and Yusheng Ji
    • Journal Title

      IEEE Open Journal of the Computer Society

      Volume: 4 Pages: 23-36

    • DOI

      10.1109/ojcs.2023.3238324

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Toward Collaborative Intelligence in IoV Systems: Recent Advances and Open Issues2022

    • Author(s)
      Sedeng Danba, Jingjing Bao, Guorong Han, Siri Guleng, and Celimuge Wu
    • Journal Title

      Sensors

      Volume: 22 Issue: 18 Pages: 1-38

    • DOI

      10.3390/s22186995

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Unlicensed Assisted Ultra-Reliable and Low-Latency Communications2022

    • Author(s)
      Jiantao Yuan, Qiqi Xiao, Rui Yin, Wei Qi, Celimuge Wu, and Xianfu Chen
    • Journal Title

      Mobile Networks and Applications

      Volume: 27 Issue: 6 Pages: 1-12

    • DOI

      10.1007/s11036-022-02003-8

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Communication Resources Management Based on Spectrum Sensing for Vehicle Platooning2022

    • Author(s)
      Gao Wei、Wu Celimuge、Zhong Lei、Yau Kok-Lim Alvin
    • Journal Title

      IEEE Transactions on Intelligent Transportation Systems

      Volume: 2022 Pages: 1-14

    • DOI

      10.1109/tits.2022.3148230

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] FedGraph: Federated Graph Learning With Intelligent Sampling2022

    • Author(s)
      Chen Fahao、Li Peng、Miyazaki Toshiaki、Wu Celimuge
    • Journal Title

      IEEE Transactions on Parallel and Distributed Systems

      Volume: 33 Issue: 8 Pages: 1775-1786

    • DOI

      10.1109/tpds.2021.3125565

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Communication Energy Optimization of Electric Vehicle Platoon on Curved Road2021

    • Author(s)
      Wei gao, Chunrong Peng, Wugedele Bao, and Celimuge Wu
    • Journal Title

      EURASIP Journal on Advances in Signal Processing

      Volume: Article number: 105 Issue: 1 Pages: 1-21

    • DOI

      10.1186/s13634-021-00814-7

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Grouping-based Channel Estimation and Tracking for Millimeter Wave Massive MIMO Systems2021

    • Author(s)
      Rui Yin, Xin Zhou, Wei Qi, Celimuge Wu, and Yunlong Cai
    • Journal Title

      Wireless Communications and Mobile Computing

      Volume: 2021 Issue: 1 Pages: 1-14

    • DOI

      10.1155/2021/2922359

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Edge Computing-Based Joint Client Selection and Networking Scheme for Federated Learning in Vehicular IoT2021

    • Author(s)
      Wugedele Bao, Celimuge Wu, Siri Guleng, Jiefang Zhang, Kok-Lim Alvin Yau, and Yusheng Ji
    • Journal Title

      China Communications

      Volume: 18 Issue: 6 Pages: 39-52

    • DOI

      10.23919/jcc.2021.06.004

    • Related Report
      2021 Annual Research Report
    • 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 Issue: 2 Pages: 56-62

    • DOI

      10.1109/mwc.001.2000296

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A Brief Review of Multipath TCP for Vehicular Networks2021

    • Author(s)
      Luomeng Chao, Celimuge Wu, Tsutomu Yoshinaga, Wugedele Bao, and Yusheng Ji
    • Journal Title

      Sensors

      Volume: 21 Issue: 8 Pages: 1-34

    • DOI

      10.3390/s21082793

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Decentralized Radio Resource Adaptation in D2D-U Networks2021

    • Author(s)
      Rui Yin, Zheyi Wu, Shengli Liu, Celimuge Wu, Jiantao Yuan, and Xianfu Chen
    • Journal Title

      IEEE Internet of Things Journal

      Volume: 8 Issue: 8 Pages: 1155-1165

    • DOI

      10.1109/jiot.2020.3016019

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] DGC: Training Dynamic Graphs with Spatio-Temporal Non-Uniformity using Graph Partitioning by Chunks2024

    • Author(s)
      Fahao Chen, Peng Li, and Celimuge Wu
    • Organizer
      ACM SIGMOD 2024
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Semantic Communication for Efficient Image Transmission Tasks based on Masked Autoencoders2023

    • Author(s)
      Jiale Wu, Celimuge Wu, Yangfei Lin, Jingjing Bao, Zhaoyang Du, Lei Zhong, Xianfu Chen, Yusheng Ji
    • Organizer
      IEEE VTC2023-Fall
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Communication-Efficient Federated Learning for UAV Networks with Knowledge Distillation and Transfer Learning2023

    • Author(s)
      Yalong Li, Celimuge Wu, Zhaoyang Du, Lei Zhong, and Tsutomu Yoshinaga
    • Organizer
      IEEE GLOBECOM 2023
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Blockage-Based Cooperative Jamming for Secure Terahertz Transmissions in Indoor Networks2023

    • Author(s)
      Suheng Tian, Ying Ju, Mingjie Yang, Lei Liu, Jie Feng, Qingqi Pei, Mian Ahmad Jan, and Celimuge Wu:
    • Organizer
      IEEE VTC2023-Fall
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Fuzzy Logic-Based Packet Scheduling for MPQUIC in Multi-Access Networks2023

    • Author(s)
      Yue Ren, Celimuge Wu, Yangfei Lin, Zhaoyang Du, and Masato Yoshimi
    • Organizer
      IEEE GLOBECOM 2023(Workshops)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] PathRakeTCP: Available Bandwidth Estimation Using Multiple TCP Connections for Passing through Firewalls2023

    • Author(s)
      Naoyuki Ito, Takashi Oshiba, Kozo Satoda, and Tutomu Murase
    • Organizer
      2023 IEEE International Conference on Consumer Electronics (ICCE)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Mobility Control of Avoiding Interference for Autonomous Mobile Robot Ad Hoc Networks2023

    • Author(s)
      Kota Makino, Takeshi Hirai, and Tutomu Murase
    • Organizer
      2023 IEEE International Conference on Consumer Electronics (ICCE)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] AP Cooperative Mobility Control for Public Mesh Network2023

    • Author(s)
      Yudai Shibuya, Yohei Hasegawa, Hiroyasu Obata, and Tutomu Murase
    • Organizer
      2023 IEEE International Conference on Consumer Electronics (ICCE)
    • Related Report
      2022 Annual Research Report
  • [Presentation] Optimal dynamic power allocation based on multiuser cooperative mobility for energy efficiency2023

    • Author(s)
      Jiquan Xie, Takeshi Hirai, Yulan Gao, and Tutomu Murase
    • Organizer
      IEEE Consumer Communications and Networking Conference (CCNC)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Storage-aware Joint User Scheduling and Spectrum Allocation for Federated Learning2022

    • Author(s)
      Yineng Shen, Jiantao Yuan, Xianfu Chen, Celimuge Wu, and Rui Yin
    • Organizer
      IEEE Global Communications Conference (GLOBECOM)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Energy-Efficient User Association and Resource Allocation for Decentralized Mutual Learning2022

    • Author(s)
      Xiao Lu, Jiantao Yuan, Chao Chen, Xianfu Chen, Celimuge Wu, and Rui Yin
    • Organizer
      IEEE Global Communications Conference (GLOBECOM)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Blockchain Based Secure Outsourcing Data Integrity Auditing for Internet of Things in Cloud-edge Environment2022

    • Author(s)
      Yangfei Lin, Celimuge Wu, Yusheng Ji, Jie Li and Zhi Liu
    • Organizer
      The 18th International Conference on Mobility, Sensing and Networking (MSN 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] On-device Federated Learning with Fuzzy Logic based Client Selection2022

    • Author(s)
      Zhaoyang Du, Celimuge Wu, , Lei Zhong, and Yoshinaga Tutomu
    • Organizer
      Proc. ACM 2022 International Conference on Research in Adaptive and Convergent Systems (ACM RACS)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Communication-Efficient Distributed Machine Learning Scheme in Vehicular Network2022

    • Author(s)
      Yalong Li, Celimuge Wu, Yoshinaga Tutomu, Lei Zhong, and Yusheng Ji
    • Organizer
      Proc. ACM 2022 International Conference on Research in Adaptive and Convergent Systems (ACM RACS)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Hare: Exploiting Inter-job and Intra-job Parallelism of Distributed Machine Learning on Heterogeneous GPUs2022

    • Author(s)
      Fahao Chen, Peng Li, Celimuge Wu, and Song Guo
    • Organizer
      The 31st International ACM Symposium on High-Performance Parallel and Distributed Computing
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Communication Efficient Federated Learning for Vehicular IoT2022

    • Author(s)
      Celimuge Wu
    • Organizer
      IEEE International Conference on Smart Applications, Communications and Networking (SmartNets)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Toward Efficient Federated Learning for Internet of Vehicles2022

    • Author(s)
      Celimuge Wu
    • Organizer
      IEEE 2nd International Conference on Intelligent Traffic Systems and Smart City (ITSSC 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Toward Efficient Federated Learning for Internet of Vehicles2022

    • Author(s)
      Celimuge Wu
    • Organizer
      International Conference on Emerging Technologies for Communications
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] On-Camera Content Filtering for Real-Time Video Analytics2021

    • Author(s)
      Fahao Chen, Peng Li and Celimuge Wu
    • Organizer
      The 19th IEEE International Conference on Smart City (SmartCity-2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Resource Management in MEC based Muti-Robot Cooperation Systems2021

    • Author(s)
      Yineng Shen, Rui Yin, Huawei Zhu, Xianfu Chen, and Celimuge Wu
    • Organizer
      2021 International Conference on Information and Communication Technologies for Disaster Management
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Deep Reinforcement Learning Based Mode Selection for Coexistence of D2D-U and Wi-Fi2021

    • Author(s)
      Ganggui Wang, Celimuge Wu, Tsutomu Yoshinaga, Wugedele Bao, and Rui Yin
    • Organizer
      2021 International Conference on Information and Communication Technologies for Disaster Management
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Performance Optimization in Heterogeneous WiFi and Cellular Mobile Edge Computing Systems2021

    • Author(s)
      Liwen Niu, Yangjie Cao, Celimuge Wu, Rui Yin, and Xianfu Chen
    • Organizer
      IEEE GLOBECOM
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Distributed Resource Management for Licensed and Unlicensed Integrated Mobile Edge Computing2021

    • Author(s)
      Xiao Lu, Rui Yin, Chao Chen, Xianfu Chen, and Celimuge Wu
    • Organizer
      IEEE GLOBECOM
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Unlicensed Assisted Ultra-reliable and Low-latency Transmission2021

    • Author(s)
      Qiqi Xiao, Jiantao Yuan, Rui Yin, Wei Qi, Celimuge Wu, Xianfu Chen
    • Organizer
      11th EAI International Conference on Mobile Networks and Management
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Fuzzy Logic Controller for Greenhouse Temperature Regulation System Based on Edge Computing2021

    • Author(s)
      Yue Ren, Celimuge Wu, Tsutomu Yoshinaga, and Wugedele Bao
    • Organizer
      11th EAI International Conference on Mobile Networks and Management
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Distributed Computation Offloading Strategy for Edge Computing based on Deep Reinforcement Learning2021

    • Author(s)
      Hongyang Lai, Zhuocheng Yang, Jinhao Li, Celimuge Wu, and Wugedele Bao
    • Organizer
      11th EAI International Conference on Mobile Networks and Management
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Distributed Resource Allocation for Maximizing Energy Efficiency in D2D-U Enabled NR Network2021

    • Author(s)
      Zheyi Wu, Jiantao Yuan, Rui Yin, Xianfu Chen, Celimuge Wu
    • Organizer
      IEEE VTC2021-Fall
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] UAV-empowered Vehicular Networking Scheme for Federated Learning in Delay Tolerant Environments2021

    • Author(s)
      Zhaoyang Du, Ganggui Wang, Narisu Cha, Celimuge Wu, Tsutomu Yoshinaga, and Rui Yin
    • Organizer
      The 24th IEEE International Conference on Computational Science and Engineering
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Integrating autonomous decentralized communication and edge computing for real-time control in IoT system2021

    • Author(s)
      Masaya Harada, Zhaoyang Du, Celimuge Wu, Tsutomu Yoshinaga, Wugedele Bao, and Yusheng Ji
    • Organizer
      The 7th Euro-China Conference on Intelligent Data Analysis and Applications (ECC-2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research

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Published: 2021-04-28   Modified: 2025-01-30  

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