学位

• 博士(工学)(慶應義塾大学 2020.3)

経歴

学歴

受賞

• Excellent Paper Award
• 第 36 回電気通信普及財団賞 (テレ コムシステム技術学生賞) 佳作
• Best Paper Award

その他

論文

• Energy Efficient Transmission Parameters Selection Method Using Reinforcement Learning in Distributed LoRa Networks [ResearchMap]
• ACP-CLB: An Anticancer Peptide Prediction Model Based on Multichannel Discriminative Processing and Integration of Large Pretrained Protein Language Models [DOI] [Othres link]
• Application of Nonlinear Oscillator Desynchronization Phenomena to Collision Avoidance in LoRa and its Experimental Evaluation
• High-Speed Resource Allocation for Multi-User NOMA Systems Using a Coherent Ising Machine
• Ultrafast Resource Allocation Using Laser Chaos Decision Maker [ResearchMap]
• High-Speed Optimization of Beam Allocation in MU-MIMO Using a Coherent Ising Machine
• An Application of Laser Chaos Decision Maker to Primary Channel Selection in Dynamic Channel Bonding
• Tuning Quantum Computing Privacy through Quantum Error Correction
• Secure Data Offloading and Resource Allocation Against Hybrid Intrusions for IIoT: A Fully Decentralized Framework
• A Seesaw Model Attack Algorithm for Distributed Learning
• DPNN-ac4C: A Dual-Path Neural Network with self-attention mechanism for identification of N4‑acetylcytidine (ac4C) in mRNA [DOI] [Othres link]
• Applying Coherent Ising Machines for Enhancing Communication Efficiency in Large-Scale UAV-Aided Networks [DOI] [Othres link] [ResearchMap]
• Data Augmentation and Individual Identification Method for Emitters Using Contour Stella Image Mapping [DOI] [Othres link]
• A Data Transmission Scheme Based on Reinforcement Learning-Aided Two-Stage Trust Evaluation for UASNs [DOI] [Othres link]
• Primary channel selection in dynamic channel bonding using laser chaos decision maker [DOI] [Othres link]
• Fully Autonomous Distributed Transmission Parameter Selection Method for Mobile IoT Applications Using Deep Reinforcement Learning [DOI] [Othres link]
• A Federated Deep Reinforcement Learning-Based Trust Model in Underwater Acoustic Sensor Networks [DOI] [Othres link]
• An efficient beaconing of bluetooth low energy by decision making algorithm [DOI] [Othres link] [Othres link]
• Source Location Privacy Protection Algorithm Based on Polyhedral Phantom Routing in Underwater Acoustic Sensor Networks [DOI] [Othres link]
• Ultrafast Resource Allocation by Parallel Bandit Architecture Using Chaotic Lasers for Downlink NOMA Systems [DOI] [Othres link]
• Performance Evaluation of Resource Allocation Optimization in UAV Network with Ising Machine
• Ultrafast channel allocation by a Parallel Laser Chaos Decision-Maker for Downlink NOMA Systems
• High-Speed Resource Allocation Algorithm Using a Coherent Ising Machine for NOMA Systems [DOI] [Othres link]
• A Backbone-Network-Construction-Based Multi-AUV Collaboration Source Location Privacy Protection Algorithm in UASNs [DOI] [Othres link]
• Latency Minimization in Wireless-Powered Federated Learning Networks with NOMA [DOI] [Othres link]
• Design and Implementation of MAB Based Power Consumption Optimization Method on Bluetooth Low Energy
• Resource Allocation for Large Scale UAV Networks Using Coherent Ising Machine
• Ultrafast channel allocation in downlink NOMA using a parallel array of laser chaos decision-makers
• QoS-Driven Distributed Cooperative Data Offloading and Heterogeneous Resource Scheduling for IIoT [DOI] [Othres link]
• An Intelligent Multi-Local Model Bearing Fault Diagnosis Method Using Small Sample Fusion
• Combinatorial MAB-Based Joint Channel and Spreading Factor Selection for LoRa Devices [ResearchMap]
• Design and Implementation of Decentralized TDMA for Low Power IoT Devices
• High-Speed Optimization of NOMA System Using Coherent Ising Machine in Dynamic Environment
• Controversy-Adjudication-Based Trust Management Mechanism in the Internet of Underwater Things [DOI]
• Pairing Optimization via Statistics: Algebraic Structure in Pairing Problems and Its Application to Performance Enhancement [DOI] [Othres link]
• Experimental Evaluation of SF-Channel Selection Based on Autonomous Distributed Reinforcement Learning for LoRaWAN Devices
• Scalable Channel Allocation in Downlink NOMA Using Parallel Array of Laser Chaos Decision-Maker
• UAV data delivery and routing optimization in Piggyback Network [DOI] [ResearchMap]
• A Deep-Learning-Based Fault Diagnosis Method of Industrial Bearings Using Multi-Source Information [DOI]
• AUV-Assisted Stratified Source Location Privacy Protection Scheme based on Network Coding in UASNs [DOI]
• An efficient observation algorithm that achieves the minimum number of measurements for pairing optimization
• Fast Resource Allocation for NOMA System Using Coherent Ising Machine
• Uplink Grant-Free NOMA Using Laser Chaos Decision Maker
• Design and Implementation of SF Selection Based on Distance and SNR Using Autonomous Distributed Reinforcement Learning in LoRa Networks
• Deep Reinforcement Learning Based Resource Allocation for LoRaWAN [ResearchMap]
• Multi-Armed-Bandit Based Channel Selection Algorithm for Massive Heterogeneous Internet of Things Networks [DOI] [Scopus] [Scopus] [ResearchMap]
• High-Speed Resource Allocation Optimization of NOMA System via Coherent Ising Machine
• Performance Evaluation of Reinforcement Learning Based Distributed Channel Selection Algorithm in Massive IoT Networks [DOI] [Scopus] [Scopus]
• Efficient Pairing in Unknown Environments: Minimal Observations and TSP-Based Optimization [DOI] [Othres link]
• BER Minimization by User Pairing in Downlink NOMA Using Laser Chaos Decision-Maker [DOI]
• A Motor Fault Diagnosis Method Based on Industrial Wireless Sensor Networks [DOI]
• A Localization Method Based on Partial Correlation Analysis for Dynamic Wireless Network, [DOI]
• BER Minimization by User Pairing in Downlink NOMA Using Laser Chaos-Based MAB Algorithm
• User Pairing Using Laser Chaos Decision Maker for NOMA Systems [DOI] [Othres link]
• Dynamic Channel Bonding in WLANs by Hierarchical Laser Chaos Decision Maker [DOI] [Othres link]
• A Lightweight Decentralized Reinforcement Learning Based Channel Selection Approach for High-Density LoRaWAN
• Proposal of efficient algorithms for large scale pairing
• High-Density Resource-Restricted Pulse-Based IoT Networks [DOI] [Othres link]
• Design and Implementation of Pulse-Based Protocol with Chirp Spread Spectrum for Massive IoT
• Locating false data injection attacks on smart grids using D-FACTS devices
• Performance evaluation of pulse-based multiplexing protocol implemented on massive IoT devices [DOI] [Othres link]
• A High-Speed Channel Assignment Algorithm for Dense IEEE 802.11 Systems via Coherent Ising Machine [DOI] [Othres link]
• Experimental Evaluation of Reinforcement Learning Methods Based Channel Selection in Distributed Heterogeneous IoT Systems
• Performance Evaluation of High-Speed Channel Assignment in Dense Wireless Wireless LANs by Coherent Ising Machine
• A reinforcement learning based collision avoidance mechanism to superposed LoRa signals in distributed massive IoT systems [DOI] [Othres link]
• Coherent Ising Machine Based Optimal Channel Allocation and User Pairing in NOMA Networks
• High-speed Optimization of User Pairing in NOMA System Using Laser Chaos Based MAB Algorithm
• Dynamic Channel Bonding Using Laser Chaos Decision Maker in WLANs
• Analysis on Effectiveness of Surrogate Data-Based Laser Chaos Decision Maker [DOI] [Othres link] [Othres link]
• Piggy-back network to enable Beyond5G society supported by autonomous mobilities: evaluation of end-to-end throughput on optimized piggy-back networks [DOI] [Scopus] [Scopus]
• A Channel Selection Algorithm Using Reinforcement Learning for Mobile Devices in Massive IoT System [DOI] [Scopus] [Scopus]
• Implementation and Experimental Evaluation of A Reinforcement Learning Based Channel Selection on A Mobile IoT System
• On High-Density Resource-Restricted Puls-Based IoT Networks [DOI] [Othres link]
• Implementation of Pulse-based Multiplexing Protocol for Massive IoT
• ReAL: A New ResNet-ALSTM Based Intrusion Detection System for the Internet of Energy
• A Fast Blind Scheme With Full Rendezvous Diversity for Heterogeneous Cognitive Radio Networks [DOI] [Web of Scientce] [Othres link]
• Full-Duplex-Based Control Channel Establishment for Cognitive Internet of Things [DOI] [Web of Scientce] [Othres link]
• Multiple Radios for Fast Rendezvous in Heterogeneous Cognitive Radio Networks [DOI] [Web of Scientce] [Othres link]
• Learning-Based Optimal Channel Selection in the Presence of Jammer for Cognitive Radio Networks [Web of Scientce]
• Enhanced Channel Hopping Algorithm for Heterogeneous Cognitive Radio Networks [Web of Scientce]
• SSL: Smart Street Lamp Based on Fog Computing for Smarter Cities [DOI] [Web of Scientce] [Othres link]
• A fairness-based MAC protocol for 5G Cognitive Radio Ad Hoc Networks [DOI] [Web of Scientce]
• Coordinate Channel-Aware Page Mapping Policy and Memory Scheduling for Reducing Memory Interference Among Multimedia Applications [DOI] [Web of Scientce] [Othres link]
• Energy-Efficient Channel Hopping Protocol for Cognitive Radio Networks [Web of Scientce]
• Channel Hopping Protocols for Dynamic Spectrum Management in 5G Technology [DOI] [Web of Scientce] [Othres link]
• Distributed DOA Estimation for Arbitrary Topology Structure of Mobile Wireless Sensor Network Using Cognitive Radio [DOI] [Web of Scientce]
• Cooperative Secondary Users Selection in Cognitive Radio Ad Hoc Networks [Web of Scientce]
• A Sensitive Secondary Users Selection Algorithm for Cognitive Radio Ad Hoc Networks [DOI] [Web of Scientce] [Othres link]
• An Improved AES Encryption Algorithm Based on Chaos Theory in Wireless Communication Networks
• Code Synchronization Algorithm Based on Segment Correlation in Spread Spectrum Communication [DOI] [Web of Scientce] [Othres link]
• Behavior Aware Data Placement for Improving Cache Line Level Locality in Cloud Computing [DOI] [Web of Scientce]
• Coalition Graph Game for Robust Routing in Cooperative Cognitive Radio Networks [DOI] [Web of Scientce]
• Dynamic Time-slice Scaling for Addressing OS Problems Incurred by Main Memory DVFS in Intelligent System [DOI] [Web of Scientce]
• Coalition Graph Game for Multi-hop Routing Path Selection in Cooperative Cognitive Radio Networks [Web of Scientce]

その他業績

講演・口頭発表等

• Performance Evaluation of Privacy-Preserving Federated Learning Methods in Omics Data
• オミックスデータにおけるプライバシー保護連合学習法の性能評価
• Channel Selection Method Based on Deep Reinforcement Learning in LoRa Networks [ResearchMap]
• LoRaネットワークにおける深層学習によるチャネル選択法 [ResearchMap]
• LoRシステムにおけるエネルギー効率向上のための強化学習を用いた送信パラメータ選択法 [ResearchMap]
• Double Deep Q NetworkによるモバイルIoTアプリケーションのための自律分散型送信パラメータ選択手法 [ResearchMap]
• Massive IoT システムにおけるエネルギー効率を改善するための強化学習による送信パラメータ選択手法 [ResearchMap]
• モバイルLoRaネットワークにおける深層強化学習による自律分散型送信パラメータ選択手法 [ResearchMap]
• イジングマシンによる高速最適化を応用した Massive MIMO におけるビーム割当手法の検討
• Laser Chaos Decision Makerによる超高速意思決定を応用した動的チャネルボンディングにおけるプライマリチャネル選択
• Transmission Parameters Selection Method Using Reinforcement Learning for Improving Energy Efficiency in Massive IoT Systems
• An Autonomous and Distributed Transmission Parameters Selection Method Using Deep Reinforcement Learning in Mobile LoRa Networks
• イジング模型に基づく超高速ビーム選択最適化法の検討
• 高次ハミルトニアンを応用した多ユーザNOMAシステムにおけるリソース割当最適化の研究
• 高次ハミルトニアンに基づいた多ユーザ NOMA システムにおけるリソース割当最適化
• Coherent Ising Machine によるIntelligent Reflecting Surface スケジューリングの最適化
• Laser Chaos Decision-Makerによる大規模NOMAにおける超高速チャネル割当
• Laser Chaos Decision Makerを用いた動的NOMAシステムにおける超高速チャネル割当
• Laser Chaos Decision Makerを用いたユーザペアリングによるダウンリンクNOMAのBER最小化
• 自律分散型強化学習を用いたCHおよびSF選択方法のLoRaデバイスへの実装及び実験評価
• 非直交多元接続に対するペアリング最適化アルゴリズムの適用
• 巡回セールスマン問題としてのペアリング最適化と高効率アルゴリズム
• レーザカオスによる超高速意思決定を用いたNOMAにおけるペアリング最適化
• MABに基づくチャネル選択アルゴリズムのLoRaデバイスへの実装と実験評価
• 長距離長遅延宇宙通信における機械学習を用いたクロスレイヤ最適化
• 非直交多元接続方式（NOMA）における 探索削減アルゴリズムの提案
• Piggy-back Networkにおける車両割り当てと経路の最適化手法に関する検討
• 大規模モバイルIoT環境における強化学習を用いた自律分散型チャネル選択手法の評価
• 動的競合 Multi-Armed Bandit 問題への Tug-of-War" ダイナミクス応用
• 自律分散型強化学習を用いたチャネル選択手法の異種IoTシステム混在下における実験評価
• Massive IoT における APCMA 方式の実装と性能評価
• High-Density Wireless Networks Based on Asynchronous Pulse Code Multiple Access (APCMA)
• Laser Chaos Decision Maker における負の自己相関の有効性解析
• Massive MIMO システムにおける Laser Chaos Decision Maker法に基づく高速のビーム選択
• Coherent Ising Machine における外部磁場項に関する検討 -(1) 埋め込んだ解の安定性の検討 -
• Coherent Ising Machine における外部磁場項に関する検討 -(2) 巡回セールスマン問題への適用 -
• Coherent Ising Machine における外部磁場項に関する検討 - (3)2 次割当問題への適用-
• Surrogate Data法に基づくLaser Chaos Decision Makerの有効性の解析
• Deep Q-Learning Based Resource Allocation for Energy Harvesting Internet of Things
• エナジーハーベスティングIoTにおける深層強化学習を用いた無線リソース割り当て法
• Enhanced Channel Hopping Algorithm for Heterogeneous Cognitive Ad Hoc Networks
• Two-Stage Fuzzy Q-Learning Based Channel Selection Algorithm in Cognitive Radio Networks
• Fuzzy Q-Learning based Channel Selection Method for Cognitive Radio Networks
• Channel Selection Scheme for Cognitive Radio Networks with Secondary User Hardware Limitation Using a Two-Stage Learning Approach
• Jump-Stay Based Frequency Hopping Strategy for Control Channel Establishment in Heterogeneous Cognitive Radio Networks
• Improved Channel Hopping Algorithm-for Heterogeneous Cognitive Radio Networks
• Channel Hopping Algorithm Based on Multiple Radios for Cognitive Radio Networks

書籍等出版物

作品等

共同研究・競争的資金等の研究課題

• AI based optimization of the spectrum and energy efficiency for Intelligent 6G
• 適応型無線通信技術の研究
• 自律移動ロボットによる除菌システムおよび除菌センサに関する共同研究
• コヒーレントイジングマシンの応用に関する研究
• 地域の課題解決に資するIoT無線ネットワーク利活用方法の共同研究
• 深層学習を用いる次世代無線通信システムにおけるダイナミックススペクトラムアクセスの研究

メディア報道

産業財産権

所属学協会

• IEEE
• 電子情報通信学会

委員歴

担当経験のある科目

• イノベイティブ総合コミュニケーションデザイン
• 基礎プログラミングおよび演習
• 情報数理工学実験第一・コンピュータサイエンス実験第一
• プログラミングとアルゴリズム
• 卒業研究
• 電気電子情報基礎
• 電気工学実験

社会貢献活動

学術貢献活動

• Sensor Networks (specialty section of Frontiers in Sensors)
• EURASIP Journal on Advances in Signal Processing (Sparse/Low-rank Tensor Signal Processing for Communication and Radar Systems)
• IEEE ATC 2021 ( The 18th IEEE International Conference on Advanced and Trusted Computing)
• 2021 International Conference on Wireless Communications and Signal Processing
• IEEE VTC2021-Fall, Machine Learning and AI for Communications/Recent Results and Workshops
• IEEE/CIC ICCC (International Conference on Communications in China)
• IEEE IWCMC (17th International Wireless Communications & Mobile Computing Conference), E-Health Symposium
• IEEE GLOBECOM (Global Communications Conference), SAC-Internet of Things & Smart Connected Communities
• IEEE/CIC ICCC (International Conference on Communications in China)
• IEEE 16th International Wireless Communications & Mobile Computing Conference (IWCMC), E-Health Symposium
• IEEE VTC (Vehicular Technology Conference) Spring, Track: Radio Access Technology and Heterogeneous Networks
• IEEE IWCMC (15th International Wireless Communications & Mobile Computing Conference), E-Health Symposium
• IEICE Transactions on Communications
• IEEE Systems Journal
• IEEE ACCESS
• IEEE Communications Letters
• ACM Transactions on Internet Technology
• IEEE Transactions on Cognitive Communications and Networking
• IEEE Internet of Things Journal
• IEEE Transactions on Wireless Communications
• IEEE Transactions on Vehicular Technology
• IEEE Transactions on Industrial Informatics
• IEEE Network
• IEEE Wireless Communications Magazine
• IEEE Communications Magazine