Celimuge Wu 研究室

主宰者：Celimuge Wu

電気通信大学

AI 要約（直近 5 年の研究成果）

Celimuge Wu研究室は、次世代通信ネットワーク（5G・6G）とエッジコンピューティング環境における、効率的で信頼性の高い情報処理の実現を目指しています。自動運転、無人機、センサネットワーク、移動体通信など、多様な応用場面を想定し、限られた計算資源と通信帯域幅の制約下で、最適な意思決定と資源配分をいかに実現するかという課題に取り組んでいます。研究では、深層強化学習や深層ニューラルネットワークなどの機械学習手法を主軸に、グラフニューラルネットワークやLLM（大規模言語モデル）との組み合わせで問題を解きます。トラフィック予測、タスク割り当て、経路最適化、リソース価格決定、故障対応といった実践的な最適化問題を対象としており、シミュレーションと理論解析の両面から検証しています。また、ブロックチェーン技術による信頼性確保や、生成系AIコンテンツの著作権管理など、セキュリティと透明性を必要とする課題にも展開しています。これらの研究成果は、交通システム、農業IoT、消費者向け電子機器、災害救助など、社会的に重要な応用領域への実装を念頭に進められており、実世界の制約条件を組み込んだ実用的な解決策の開発を特徴としています。

※ AI（Claude）が、公開されている論文要旨から研究の問い・手法・主要な発見を事実情報として抽出・再構成して自動生成しています。誤りを含む可能性があるため、正確性は研究室公式情報でご確認ください。

外部リンク

研究成果（100 件）

[2026] Stable Implicit Conditioning with Residual Statistics for Multivariate Time Series Anomaly Detection in Industrial IoT Monitoring
DOI: https://doi.org/10.1109/jiot.2026.3710784
[2026] Diffusion-based Consumer UAV Trajectory Optimization for ISAC-Enabled Smart Cities
DOI: https://doi.org/10.1109/tce.2026.3712417
[2026] LLM-enabled agentic DRL for generic-specialized visual GenAI collaboration in edge&ndash;cloud computing networks
DOI: https://doi.org/10.26599/tst.2026.9010056
[2026] A Scalable Dual-Layer Blockchain Framework for Trustworthy and Efficient Full-Lifecycle AIGC Copyright Management
DOI: https://doi.org/10.1109/jiot.2026.3685802
[2026] GloTrust: Bridging local and global views for trust evaluation on blockchain graphs
DOI: https://doi.org/10.1016/j.neucom.2026.133699
[2026] A graph data balancing approach for intrusion detection based on two-stage generation
DOI: https://doi.org/10.1016/j.comnet.2026.112493
[2026] Reasoning-Enhanced GraphRAG-Based Large and Small AI Model Collaboration: A Unified 6G Network Management Approach
DOI: https://doi.org/10.1109/mcom.001.2500415
[2026] Digital Twin Reconstruction Strategy for Intelligent Transportation System
DOI: https://doi.org/10.1109/tvt.2026.3693332
[2026] Energy-Aware Federated Distillation via Quantum-Driven Task Offloading in LEO Satellite Networks
DOI: https://doi.org/10.1109/tccn.2026.3707524
[2025] Robust Federated Learning With Multi-Category Accuracy for Non-IID Data
DOI: https://doi.org/10.1109/tce.2025.3597606

続きを表示（残り 90 件）

[2025] HADML: Hierarchical Asynchronous Deep Mutual Learning in Edge Intelligence Systems
DOI: https://doi.org/10.1109/tvt.2025.3587453
[2025] LRGD: Low-Rank Guided Diffusion for Robust Image Transmission in Semantic Communication
DOI: https://doi.org/10.1109/tccn.2025.3588246
[2025] WiCG: Heartbeat Sensing Using COTS WiFi Devices with Common Antenna
DOI: https://doi.org/10.1145/3748330
[2025] MADQN-Enhanced Computation Offloading and Resource Allocation for 6G Low-Altitude Economy Vehicular Networks
DOI: https://doi.org/10.1109/tccn.2025.3586868
[2025] Behavior Cloning With Fuzzy Logic for Accelerating Early-Stage DRL in Edge Offloading
DOI: https://doi.org/10.1109/tce.2025.3583767
[2025] PPDOG: Privacy-Preserving Distributed Optimization With Performance Guarantees in Networked Systems
DOI: https://doi.org/10.1109/tnse.2025.3582347
[2025] Federated Reinforcement Learning Framework for Mobile Robot Navigation Using ROS and Gazebo
DOI: https://doi.org/10.1109/miot.2025.3575929
[2025] Joint Trajectory and Beamforming Optimization for UAV-RIS-Empowered Multiuser Communication Networks: A Double Deep Q-Network Approach
DOI: https://doi.org/10.1109/tvt.2025.3571057
[2025] Radar-Assisted Predictive Beamforming for UAV-Aided Networks: A Deep-Learning Solution
DOI: https://doi.org/10.1109/tvt.2025.3572037
[2025] UAV Assisted BS Sleep Strategy for Green Communication
DOI: https://doi.org/10.1109/tnse.2025.3565316
[2025] Uncertain Location Transmitter and UAV-Aided Warden Based LEO Satellite Covert Communication Systems
DOI: https://doi.org/10.48550/arxiv.2504.10347
[2025] Autonomous Driving via Brain-Inspired Causality-Aware Contrastive Learning With Time–Frequency Prediction
DOI: https://doi.org/10.1109/jiot.2025.3559407
[2025] Age of Semantics in Cooperative Communications: To Expedite Simulation Towards Real via Offline Reinforcement Learning
DOI: https://doi.org/10.1109/tnse.2025.3558747
[2025] An Adaptive Service Function Chains Mapping With Multi-Task Deep Reinforcement Learning
DOI: https://doi.org/10.1109/tnse.2025.3556390
[2025] Edge Computing Empowered Holographic Video Communication: A Multi-Objective Hierarchical Reinforcement Learning Approach
DOI: https://doi.org/10.1109/mwc.001.2400185
[2025] Leveraging Query-Guided Submodular ICL for Intent Translation in Intent-Based Networking With Large Language Models
DOI: https://doi.org/10.1109/jiot.2025.3645054
[2025] Multirepresentation Spatial-Temporal Graph Convolutional Networks for Network Traffic Prediction
DOI: https://doi.org/10.1109/jiot.2025.3553163
[2025] Energy-Efficient Over-the-Air Computation for Federated Generative Model Fine-Tuning in Unmanned Vehicle-Assisted Disaster Relief
DOI: https://doi.org/10.1109/tccn.2025.3553315
[2025] LEO Satellite Assisted Edge Computing With Latency and Energy Optimization
DOI: https://doi.org/10.1109/tnse.2025.3551273
[2025] Yardstick-Stackelberg pricing-based incentive mechanism for Federated Learning in Edge Computing
DOI: https://doi.org/10.1016/j.comnet.2025.111186
[2025] Bidding-Enabled Resource Pricing for Computation Offloading in 6G Vehicle-to-Edge Networks
DOI: https://doi.org/10.1109/tits.2025.3546048
[2025] Blockchain-Enhanced Federated Learning for Secure and Intelligent Consumer Electronics: An Overview
DOI: https://doi.org/10.1109/mce.2025.3546422
[2025] A Survey of Blockchain Applications for Management in Agriculture and Livestock Internet of Things
DOI: https://doi.org/10.3390/fi17010040
[2025] RSMA-Assisted Distributed Computation Offloading in Vehicular Networks Based on Stochastic Geometry
DOI: https://doi.org/10.1109/tvt.2025.3541054
[2025] SemSlice: Service Assurance and Life-Cycle Management for Semantic Network Slicing
DOI: https://doi.org/10.1109/mcom.001.2500305
[2025] A MARL-Based Approach for Massive Access in IRS-Aided NOMA-URLLC Networks
DOI: https://doi.org/10.1109/tccn.2025.3643938
[2025] Reinforcement Learning-Based Incentive Scheme for Federated Learning in Vehicular Networks
DOI: https://doi.org/10.1109/tccn.2025.3641517
[2025] Graph-Aware Diffusion Policy for Fault-Tolerant Agentic AI Service Migration in Edge Computing Power Networks
DOI: https://doi.org/10.1109/tnse.2025.3627391
[2025] A QoS-Driven Fuzzy Logic-Based Adaptive MPQUIC Scheduler for Heterogeneous Networks
DOI: https://doi.org/10.1109/tnse.2025.3618861
[2025] Dynamic Self-Feedback Resource Allocation for High-Concurrent IoV Tasks
DOI: https://doi.org/10.1109/jiot.2025.3616356
[2025] Hierarchical Reinforcement Learning for Volt/Var and Wireless Communication Co-Scheduling in Active Distribution Network
DOI: https://doi.org/10.1109/jiot.2025.3601580
[2025] Transformer-Based Generative Adversarial Network for Traffic Forecasting
DOI: https://doi.org/10.1109/tce.2025.3601144
[2024] Integrated Sensing and Communication: Joint Pilot and Transmission Design
DOI: https://doi.org/10.1109/twc.2024.3435912
[2024] Joint Beamforming and Frame Structure Design for ISAC Networks Under Imperfect Synchronization
DOI: https://doi.org/10.1109/tccn.2024.3510542
[2024] Communication and Control Co-Design in 6G: Sequential Decision-Making With LLMs
DOI: https://doi.org/10.1109/mnet.2024.3520983
[2024] SINR-Adaptive and CBR-Controllable Semantic Cellular Communication Considering Imperfect CSI and Inter-Cell Co-Channel Interference
DOI: https://doi.org/10.1109/tccn.2024.3522140
[2024] A New Data-Free Backdoor Removal Method via Adversarial Self-Knowledge Distillation
DOI: https://doi.org/10.1109/jiot.2024.3520642
[2024] Design and implementation of a scalable and high-throughput EEG acquisition and analysis system
DOI: https://doi.org/10.1007/s44275-024-00017-w
[2024] WiDoor: Wi-Fi-Based Contactless Close-Range Identity Recognition
DOI: https://doi.org/10.1109/jiot.2024.3501340
[2024] Intelligent multi-robot collaborative transport system
DOI: https://doi.org/10.1007/s44285-024-00026-z
[2024] Blocked-Job-Offloading-Based Computing Resources Sharing in LEO Satellite Networks
DOI: https://doi.org/10.1109/jiot.2024.3491839
[2024] Connectivity Analysis for V2I Communications in Cognitive Vehicular Networks
DOI: https://doi.org/10.1109/tvt.2024.3481300
[2024] Boosting Rare Scenario Perception in Autonomous Driving: An Adaptive Approach With MoEs and LoRA
DOI: https://doi.org/10.1109/jiot.2024.3475390
[2024] Contrastive Learning-Based Speech Spoofing Detection for Multimedia Security in Edge Intelligence
DOI: https://doi.org/10.1145/3698773
[2024] STAR-RIS Aided Covert Communication in UAV Air-Ground Networks
DOI: https://doi.org/10.1109/jsac.2024.3460079
[2024] Multi-Agent Cooperation for Computing Power Scheduling in UAVs Empowered Aerial Computing Systems
DOI: https://doi.org/10.1109/jsac.2024.3459035
[2024] Secure Task Offloading in Blockchain-Enabled MEC Networks With Improved PBFT Consensus
DOI: https://doi.org/10.1109/tccn.2024.3454280
[2024] Storage-Aware Joint User Scheduling and Bandwidth Allocation for Federated Edge Learning
DOI: https://doi.org/10.1109/tccn.2024.3451711
[2024] Byzantine-Robust Hierarchical Aggregation for Cross-Device Federated Learning in Consumer IoT
DOI: https://doi.org/10.1109/tce.2024.3450649
[2024] Distributed Optimization of Multi-Role UAV Functionality Switching and Trajectory for Security Task Offloading in UAV-Assisted MEC
DOI: https://doi.org/10.1109/tvt.2024.3434354
[2024] Service Placement and Trajectory Design for Heterogeneous Tasks in Multi-UAV Edge Computing Networks
DOI: https://doi.org/10.1109/jiot.2024.3439350
[2024] MBSNet: To Distinguish Motion From Stillness for Airport Traffic Safety
DOI: https://doi.org/10.1109/tits.2024.3439107
[2024] A Survey on Deep Learning-Based Traffic Signal Control
DOI: https://doi.org/10.1142/s0218126625300016
[2024] Joint Optimization in Blockchain- and MEC-Enabled Space–Air–Ground Integrated Networks
DOI: https://doi.org/10.1109/jiot.2024.3421529
[2024] Non-Clairvoyant Scheduling of Distributed Machine Learning With Inter-Job and Intra-Job Parallelism on Heterogeneous GPUs
DOI: https://doi.org/10.1109/tcc.2024.3414440
[2024] Autonomous Driving via Knowledge-Enhanced Safe Reinforcement Learning
DOI: https://doi.org/10.1109/tiv.2024.3412916
[2024] Intelligent Online Computation Offloading for Wireless-Powered Mobile-Edge Computing
DOI: https://doi.org/10.1109/jiot.2024.3406204
[2024] YOLO-MPAM: Efficient real-time neural networks based on multi-channel feature fusion
DOI: https://doi.org/10.1016/j.eswa.2024.124282
[2024] Energy-Efficient Task Offloading for Distributed Edge Computing in Vehicular Networks
DOI: https://doi.org/10.1109/tvt.2024.3395893
[2024] AI-Empowered Intelligent Search for Path Planning in UAV-Assisted Data Collection Networks
DOI: https://doi.org/10.1109/jiot.2024.3395779
[2024] Towards platform profit-aware fairness in personalized recommendation
DOI: https://doi.org/10.1007/s13042-024-02149-9
[2024] FedUSL: A Federated Annotation Method for Driving Fatigue Detection based on Multimodal Sensing Data
DOI: https://doi.org/10.1145/3657291
[2024] Toward Robust and Generalizable Federated Graph Neural Networks for Decentralized Spatial-Temporal Data Modeling
DOI: https://doi.org/10.1109/tnsm.2024.3386740
[2024] Reconfigurable Intelligent Surface-Assisted Multisatellite Cooperative Downlink Beamforming
DOI: https://doi.org/10.1109/jiot.2024.3372091
[2024] Digital Twin-Enabled Internet of Vehicles Applications
DOI: https://doi.org/10.3390/electronics13071263
[2024] A Tri-Phases Message Oriented Trust Model in FANET
DOI: https://doi.org/10.1109/tnse.2024.3374733
[2024] Integration of data science with the intelligent IoT (IIoT): Current challenges and future perspectives
DOI: https://doi.org/10.1016/j.dcan.2024.02.007
[2024] Leveraging Geographic Information and Social Indicators for Misbehavior Detection in VANETs
DOI: https://doi.org/10.1109/tce.2024.3365616
[2024] Meet in the air: Distributed neighbor discovery in 3D networks with directional transceivers
DOI: https://doi.org/10.1016/j.comnet.2024.110201
[2024] Proximal Policy Optimization for Efficient D2D-Assisted Computation Offloading and Resource Allocation in Multi-Access Edge Computing
DOI: https://doi.org/10.3390/fi16010019
[2023] Intelligent Reflecting Surface Assisted Multi-Cluster AirComp via Dynamic Beamforming
DOI: https://doi.org/10.1109/lcomm.2023.3291721
[2023] Reputation Management for Consensus Mechanism in Vehicular Edge Metaverse
DOI: https://doi.org/10.1109/jsac.2023.3345382
[2023] An Energy-Efficient Deep Mutual Learning System Based on D2D-U Communications
DOI: https://doi.org/10.1109/twc.2023.3344637
[2023] DGC: Training Dynamic Graphs with Spatio-Temporal Non-Uniformity using Graph Partitioning by Chunks
DOI: https://doi.org/10.1145/3626724
[2023] A scalable approach to optimize traffic signal control with federated reinforcement learning
DOI: https://doi.org/10.1038/s41598-023-46074-3
[2023] SCcheck: A Novel Graph-Driven and Attention- Enabled Smart Contract Vulnerability Detection Framework for Web 3.0 Ecosystem
DOI: https://doi.org/10.1109/tnse.2023.3324942
[2023] Transmit Power Minimization for STAR-RIS Aided FD-NOMA Networks
DOI: https://doi.org/10.1109/tvt.2023.3322297
[2023] Exploiting Intelligent Reflecting Surfaces for Interference Channels With SWIPT
DOI: https://doi.org/10.1109/twc.2023.3318795
[2023] Efficient Federated Learning in Resource-Constrained Edge Intelligence Networks Using Model Compression
DOI: https://doi.org/10.1109/tvt.2023.3318080
[2023] A Reinforcement Learning-Based Incentive Scheme for Multi-Hop Communications in Vehicular Networks
DOI: https://doi.org/10.1109/tccn.2023.3316644
[2023] Adaptive NOMA-Based Spectrum Sensing for Uplink IoT Networks
DOI: https://doi.org/10.1109/tccn.2023.3315455
[2023] QoE Fairness Resource Allocation in Digital Twin-Enabled Wireless Virtual Reality Systems
DOI: https://doi.org/10.1109/jsac.2023.3313195
[2023] Parameter Estimation-Aided Edge Server Selection Mechanism for Edge Task Offloading
DOI: https://doi.org/10.1109/tvt.2023.3313162
[2023] DRL-Assisted Network Selection for Federated IoV
DOI: https://doi.org/10.1109/iotm.001.2300080
[2023] Distributed Resource Management in Unlicensed Assisted Mobile Edge Computing
DOI: https://doi.org/10.1109/jiot.2023.3302805
[2023] When Connected and Automated Vehicles Meet Mobile Crowdsensing: A Perception and Transmission Framework in the Metaverse
DOI: https://doi.org/10.1109/mvt.2023.3320865
[2023] A Q-Learning-Based Load Balancing Method for Real-Time Task Processing in Edge-Cloud Networks
DOI: https://doi.org/10.3390/electronics12153254
[2023] Energy-Efficient Mutual Learning Over D2D Communications
DOI: https://doi.org/10.1109/tvt.2023.3299732
[2023] A Channel Perceiving-Based Handover Management in Space–Ground Integrated Information Network
DOI: https://doi.org/10.1109/tnsm.2023.3297593
[2023] Static IRS Meets Distributed MIMO: A New Architecture for Dynamic Beamforming
DOI: https://doi.org/10.1109/lwc.2023.3296879

科研費（0 件）

まだデータがありません（KAKEN 取り込み後に表示）。

所属学会・役職（0 件）

まだデータがありません（学会データ連携後に表示）。

AI 要約（直近 5 年の研究成果）

外部リンク

関連研究室(8 件)

研究成果（100 件）

科研費（0 件）

所属学会・役職（0 件）