Jinhua Chen 研究室

主宰者：Jinhua Chen

法政大学

AI 要約（直近 5 年の研究成果）

Chen研究室は、工業・製造業における複雑な計画最適化問題と状態監視技術に取り組んでいます。特に、スマート製造や自動運転などの分散型システムにおいて、分散機械学習技術を活用した効率的な意思決定手法の開発に注力しています。大規模ネットワークに分散した複数の施設やデバイスが個別にデータを保有する状況下で、生データを共有することなくモデル学習を行う分散学習アルゴリズムの研究が主軸となっています。製造業の応用では、自動車生産計画や需要予測といった動的な最適化問題を扱い、従来のヒューリスティック手法の限界を超える深層学習技術の活用を進めています。同時に、悪意のあるノードやデータ改ざん攻撃への耐性を備えたロバストな学習システムの構築も重要なテーマです。これらの課題に対し、メタラーニングやブロックチェーン技術と組み合わせた防御メカニズムの導入を図っています。併行して、機械設備の故障診断や環境動態の解析など、時系列データや信号処理に基づく状態評価技術にも取り組んでいます。また、都市化が進む地域における生態系サービスや炭素循環の空間的・時間的パターンを定量化し、可視化することで、持続可能な開発への科学的知見を提供する研究も展開しています。

※ 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。

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研究成果（35 件）

[2025] Dynamic shear behavior and fracture characteristics of corrugated multi-interface Q245R/TA1/1060Al composite plate by explosive welding
DOI: https://doi.org/10.1016/j.engfracmech.2025.111554
[2025] FedCK:addressing label distribution skew in federated learning via clustering-efficient and knowledge distillation
DOI: https://doi.org/10.1007/s11227-025-07728-3
[2025] Enhanced catalytic performance of palladium nanoparticles supported on novel N and F co-doped bio-carbon material for 5-hydroxymethylfurfural conversion
DOI: https://doi.org/10.1371/journal.pone.0320604
[2025] FortiFed-SP: Client-Side Defense Against Label-Flipping Attacks in Federated Learning
DOI: https://doi.org/10.1109/icicc66840.2025.11199513
[2025] TSFormer: Temporal-Aware Transformer for Multi-Horizon Forecasting with Learnable Positional Encodings and Attention Mechanisms
DOI: https://doi.org/10.1109/icufn65838.2025.11170021
[2025] Federated Fine-Tuning of Large Language Models for Intelligent Automotive Systems with Low-Rank Adaptation
DOI: https://doi.org/10.1109/vtc2025-spring65109.2025.11174441
[2025] Experimental study on damage law of coal seam under hydraulic fracturing and blast load
DOI: https://doi.org/10.1007/s40789-025-00781-6
[2025] Investigation of interface characteristics and mechanical performances of Cu/Al plate fabricated by underwater explosive welding method
DOI: https://doi.org/10.1371/journal.pone.0320970
[2025] Pickering emulsions using Pd NP-loaded pH-sensitive carboxylated cellulose nanocrystals for catalytic hydrogenation
DOI: https://doi.org/10.15376/biores.20.2.3534-3544
[2025] Experimental Study on Underwater Explosive Weld Interface and Mechanical Properties of Carbon Steel–Stainless Steel
DOI: https://doi.org/10.1002/ese3.2077

続きを表示（残り 25 件）

[2025] Automatic tile position and orientation detection combining deep-learning and rule-based computer vision algorithms
DOI: https://doi.org/10.1016/j.autcon.2025.106001
[2025] Safety and Efficacy of Remote Ischemic Conditioning in Patients With Intravenous Thrombolysis: The SERIC-IVT Trial
DOI: https://doi.org/10.1161/strokeaha.124.048509
[2025] Dynamic Optimization of Vehicle Production Planning in Transportation Networks Using Federated Reinforcement Learning
DOI: https://doi.org/10.1109/tits.2024.3522523
[2024] Blockchain-Empowered Resilient Attack Defense in Federated Learning for Consumer Electronics
DOI: https://doi.org/10.1109/mce.2024.3482712
[2024] A Byzantine-Fault-Tolerant Federated Learning Method Using Tree-Decentralized Network and Knowledge Distillation for Internet of Vehicles
DOI: https://doi.org/10.1109/vtc2024-fall63153.2024.10757805
[2024] Enhancing Short-Term Load Forecasting in Internet of Things: A Hybrid Attention-based CNN-BiLSTM with Data Augmentation Approach
DOI: https://doi.org/10.1109/vtc2024-fall63153.2024.10757868
[2024] A Resource-efficient Text-to-Text Transfer Transformer Encoder-based Vertical Hybrid Model for Malicious URLs Detection
DOI: https://doi.org/10.1109/vtc2024-fall63153.2024.10757492
[2024] Unveiling the dynamics of urbanization and ecosystem services: insights from the Su-Xi-Chang Region, China
DOI: https://doi.org/10.1038/s42949-024-00177-6
[2024] Enhancing Production Planning in the Internet of Vehicles: A Transformer-based Federated Reinforcement Learning Approach
DOI: https://doi.org/10.1109/vtc2024-spring62846.2024.10683236
[2024] Spatiotemporal Dynamics and Influencing Factors of Vegetation Net Primary Productivity in the Yangtze River Delta Region, China
DOI: https://doi.org/10.3390/land13040440
[2023] FAG-scheduler: Privacy-Preserving Federated Reinforcement Learning with GRU for Production Scheduling on Automotive Manufacturing
DOI: https://doi.org/10.1109/globecom54140.2023.10437362
[2023] Study on energy-saving potential of lowering the emissivity of unheated surfaces for floor radiant heating
DOI: https://doi.org/10.1016/j.energy.2023.129592
[2023] Fault diagnosis of rolling bearing based on cross-domain divergence alignment and intra-domain distribution alienation
DOI: https://doi.org/10.21595/jve.2023.23210
[2022] Fault Diagnosis of Rolling Bearing based on Optimal Resonance Sparse Decomposition
DOI: https://doi.org/10.1109/phm-yantai55411.2022.9942209
[2022] Multiscale Characteristics and Drivers of the Bundles of Ecosystem Service Budgets in the Su-Xi-Chang Region, China
DOI: https://doi.org/10.3390/ijerph191912910
[2022] Spatiotemporal Patterns and Drivers of the Carbon Budget in the Yangtze River Delta Region, China
DOI: https://doi.org/10.3390/land11081230
[2022] Discovery and preclinical evaluations of WX-0593, a novel ALK inhibitor targeting crizotinib-resistant mutations
DOI: https://doi.org/10.1016/j.bmcl.2022.128730
[2022] Spatial–temporal changes in risk of climate-related yield reduction of winter wheat during 1973–2014 in Anhui province, southeast China
DOI: https://doi.org/10.1007/s00704-022-03929-5
[2021] Track-association Algorithm Based on Fuzzy C-Means Clustering with PSO
DOI: https://doi.org/10.1109/iciba52610.2021.9688043
[2021] Change Law of Lower Limit of Gas Explosion at Ultra-High Temperatures
DOI: https://doi.org/10.1021/acsomega.1c05942
[2021] Multi-source heterogeneous fusion entropy ratio distance feature of bearing performance degradation based on DTW
DOI: https://doi.org/10.21595/vp.2021.22269
[2021] Experimental study on heat transfer caused by feed gas concentration fluctuation in low concentration CBM utilization unit
DOI: https://doi.org/10.1007/s00231-021-03114-w
[2021] Experimental Study on Distillation Column Parameters for Liquefaction Device of Low Concentration Coalbed Methane
DOI: https://doi.org/10.3390/pr9040606
[2021] A “full spectrum-domain-time” coalbed gas utilization model and its application in mining area
DOI: https://doi.org/10.1177/01445987211001179
[2021] Combustion of Low‐Concentration Gas in a Porous Media Burner: Reactor Design and Optimization
DOI: https://doi.org/10.1155/2021/8819463

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AI 要約（直近 5 年の研究成果）

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関連研究室(8 件)

研究成果（35 件）

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所属学会・役職（0 件）