教師個人簡歷
現職
國立中央大學
資訊電機學院資訊工程學系
副教授
專長
人工智慧
串流資料分析
雲端運算
智慧製造
Artificial Intelligence
Streaming Data Analysis
Cloud Computing
Smart Manufacturing
專長簡述
人工智慧、串流資料分析、雲端運算、智慧製造
最高學歷
國立陽明交通大學
電信工程研究所
博士
科技部學門領域
政府GRB研究專長領域
教育部學門領域
其他補助
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教AI來教你AI :運用GenAI建立AI助教幫助自我學習-博士生人事費
1140801~1150731
[無 , 無] -
教AI來教你AI :運用GenAI建立AI助教幫助自我學習
1140801~1150731
[人工智慧,生成式人工智慧 , Artificial Intelligence,Generative Artificial Intelligence] -
114年大專校院STEM領域及女性研發人才培育計畫-STELLA:以 Agentic AI 加速女性研發人才之跨域培育計畫
1140801~1150731
[代理型人工智慧,STEM , Agentic AI,STEM] -
Cloud+X:崗、課、證、賽整合型人才培育-以雲端平台實務與應用課程為例-博士生人事費
1130801~1140731
[雲端運算,資訊系統整合,自主學習,跨域溝通,學習追蹤 , Cloud Computing,System Integration,Autonomous Learning,Cross-domain Communication,Learning Tracking] -
Cloud+X:崗、課、證、賽整合型人才培育-以雲端平台實務與應用課程為例
1130801~1140731
[雲端運算,資訊系統整合,自主學習,跨域溝通,學習追蹤 , Cloud Computing,System Integration,Autonomous Learning,Cross-domain Communication,Learning Tracking] -
AI+X: 以競賽引領學生運用AI發展跨域應用
1120801~1140131
[競賽學習, AI+X , Competition learning, AI+X]
高教深耕計畫
-
113年度教學實踐研究推動與分析計畫-林家瑜老師
1130801~1131231
-
資工系-林家瑜
1130101~1131220
-
113年以實踐研究為導向之教學創新推動計畫-林家瑜老師
1130101~1131231
-
「競賽學習」對Cloud+X跨域能力與Cloud系統建置能力培養的成效分析
1120801~1121231
國科會計畫統計
-
即時海洋遠距物件偵測與無人船模擬平台
1141101~1151031
-
以多模態與In-TrainingXAI為基礎之無監督Tiny與Fine-grained特徵分群技術
1130801~1140731
[非監督式分類,對比式學習,多模態,解釋性AI,3D特徵擷取 , Unsupervised Classification,Contrastive Learning,Multimodel,XAI,3D Feature Extraction]
產學合作計畫統計
-
多視角AI視覺互動體感技術暨非侵入式服務品質驗測技術研究
1140524~1141115
[無 , 無] -
即時海洋觀測平台開發暨AI影像數據應用服務主題式研發計畫
1131001~1140430
[無 , 無]
期刊著作
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FFCIL: Fine-Grained Few-Shot Class Incremental Learning with Destruction-Construction Learning for TFT-LCD Defect Classification
IEEE Access, 14, 20165-20178, 2026-01-01
[ artificial intelligence,defect classification,destruction-construction learning,few-shot incremental learning,fine-grained classification,TFT-LCD ] -
Inner Ear Multiple Primary Cell Type Detection System
Scientific data, 12, 1, 2025-12-01 -
TCN-MAML: A TCN-Based Model with Model-Agnostic Meta-Learning for Cross-Subject Human Activity Recognition
Sensors, 25, 13, 2025-07-01
[ human activity recognition,MAML,TCN,wireless sensor networks ] -
Applying Competition-Based Learning to Stimulate Students' Practical and Competitive AI Ability in a Machine Learning Curriculum
IEEE Transactions on Education, 67, 2, 256-265, 2024-04-01
[ Competition-based learning (CBL),competitive ability,machine learning,practical ability ] -
Improving student learning performance in machine learning curricula: A comparative study of online problem-solving competitions in Chinese and English-medium instruction settings
Journal of Computer Assisted Learning, 2024-01-01
[ competition learning,English-medium instruction (EMI),learning performance,machine learning,online problem-solving competition ] -
Deep learning based atomic defect detection framework for two-dimensional materials
Scientific data, 10, 1, 2023-12-01 -
AI, Please Help Me Choose a Course: Building a Personalized Hybrid Course Recommendation System to Assist Students in Choosing Courses Adaptively
Educational Technology and Society, 26, 1, 203-217, 2023-01-01
[ Ai course recommendation system,Human-centered ai in education,Learning aids in systems ] -
How Students can Effectively Choose the Right Courses: Building a Recommendation System to Assist Students in Choosing Courses Adaptively
Educational Technology and Society, 25, 1, 61-74, 2022-01-01
[ Course recommendation,Course selection,Learning aids,Personalized learning ] -
Incremental Checkpointing for Fault-Tolerant Stream Processing Systems: A Data Structure Approach
IEEE Transactions on Emerging Topics in Computing, 10, 1, 124-136, 2022-01-01
[ in-memory databases,incremental checkpointing,key-value stores,Stream processing systems ] -
Intelligent pig-raising knowledge question-answering system based on neural network schemes
Agronomy Journal, 113, 2, 906-922, 2021-03-01 -
Modeling of Multilayer Multicontent Latent Tree and Its Applications
IEEE Transactions on Computational Social Systems, 8, 1, 5-19, 2021-02-01
[ Incremental update techniques,latent tree model (LTM),multicontent data,recommendation systems ] -
Edge-Based RNN Anomaly Detection Platform in Machine Tools
Smart Science, 7, 2, 139-146, 2019-04-03
[ anomaly detection (AD),Prognostics and health management (PHM),recurrent neural network (RNN) ] -
Hybrid Real-Time Matrix Factorization for Implicit Feedback Recommendation Systems
IEEE Access, 6, 21369-21380, 2018-03-23
[ implicit feedback,matrix factorization,real-time updating,Recommendation system ] -
Signal and information processing in mobile cloud computing: Trends and challenges
Journal of Communications, 10, 9, 659-665, 2015-01-01
[ Mobile cloud computing,Multi-sensing fusion technology ]
研討會著作
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Metric Learning-Based Incorrect Component Detection Framework
20-25, 2025-01-01
[ incorrect component placement,metric learning,Surface mount technology ] -
Remind: Recall Enhanced Memory Integration for Natural Language Dialogue Systems
689-694, 2025-01-01
[ Hybrid Memory Retrieval,Kernel Density Estimation (KDE),Large Language Models (LLMs),MemoRA dataset,Memory-Augmented Dialog Systems,Multi-Turn Dialogue Systems,Personalized Memory Systems ] -
Evaluating the Feasibility of Vision-Language Models in Skin Cancer Detection: A Comparative Study with CNNs and Vision Transformers
2025-01-01
[ CNNs,Skin cancer detection,Vision Transformers,Vision-Language Models ] -
Feature-Driven Counterfactual Explanations: A SHAP-Based Approach to Dimensionality Reduction in XAI
763-764, 2025-01-01
[ counterfactual explanation,curse of dimensionality,Explainable AI ] -
C-Pilot: Accelerating Administrative Workflows in Schools through a Multi-Agent System
733-734, 2025-01-01
[ AI agent,Large language model,multi-agent system ] -
Advancing Museum Artifact Recognition: Reflection Removal and Fine-Grained Classification for Superior Visitor Experience
489-490, 2025-01-01
[ Fine-grained classification,museum guidance,reflection removal ] -
Unsupervised Autoencoder Approach for Precise Line-Type Mura Detection and Classification
507-508, 2025-01-01
[ Anomaly localization,Autoencoder,mura detection,unsupervised learning ] -
AutoDevFlow: A Multi-Agent System for Automated Development Lifecycle Management
735-736, 2025-01-01
[ AI agent,CI/CD,Large language model,multi-agent system ] -
A Cluster-based Privacy-Enhanced Hierarchical Federated Learning Framework with Secure Aggregation
994-999, 2024-01-01
-
Privacy-preserving Federated Learning for Industrial Defect Detection Systems via Differential Privacy and Image Obfuscation
1136-1141, 2024-01-01
[ differential privacy,federated learning,image obfuscation,Industrial defect detection ] -
Inpainting-based Anomaly Detection System with Self-supervised Learning
124-129, 2024-01-01
[ Defect detection,image inpainting,self-supervised learning ] -
An Implementation of Blockchain-based Federated Learning Framework
165-166, 2024-01-01
[ Blockchain,Federated Learning,Hyperledger Fabric ] -
Supervised Intrusion Detection with Out-of-Distribution Detection for Microservices
121-122, 2024-01-01
[ Intrusion detection,microservice security,out-of-distribution detection ] -
Few Shot Ultra Fine-Grained Visual Classification for Defect Detection
119-120, 2024-01-01
[ Defect detection,few-shot learning,fine-grained visual classification ] -
Dynamic and Static Features Extraction for Deepfake Detection
123-124, 2024-01-01
[ Deepfake detection,multimodel,optical flow,vision transformer ] -
Key Expansion Based on Elliptic Curve Cryptography for Anonymous Voting
161-162, 2024-01-01
[ anonymous voting,elliptic curve cryptography,Key expansion ] -
Unveiling the Black Box: An XAI-based Anti-Money Laundering Model
293-294, 2024-01-01
[ Anti-money laundering,Explainable AI,LIME,PDPs,SHAP ] -
Visualization-oriented Natural Language Interfaces for Grafana Dashboard
465-466, 2024-01-01
[ Grafana,LangChain,large language model,Visualization-oriented natural language interfaces ] -
FedCLO: Federated Learning with Clustered Layer-wise Communication Load Optimization
101-108, 2024-01-01
[ Clustered Federated Learning,Distribution Euclidean Distance,Federated Learning,Layer-wise model aggregation,Model compression ] -
A Deep Learning-based General Defect Detection Framework for Automated Optical Inspection
332-337, 2023-01-01
[ Automated optical inspection,classification models,data augmentation,defect detection ] -
ResUnet-GAN with Dynamic Memory for Mura Defect Detection
350-353, 2023-01-01
[ dynamic feature filtering,GAN,Mura detection,ResNet,U-Net ] -
A Deep Learning-based Microsection Measurement Framework for Print Circuit Boards
291-294, 2023-01-01
[ deep learning,Microsection measurement,print circuit boards ] -
An Ensemble of Supervised Learning and Image Inpainting for Mura Detection
502-505, 2023-01-01
[ image inpainting,Mura detection,SEResNeXt101,U-Net ] -
Booming Blooming: When Can You Enjoy Flowering Season?
335-336, 2023-01-01
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License Plate Restoration System
333-334, 2023-01-01
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Homomorphic Encryption-Based Similarity Calculation for Mobile Data Usage Prediction
331-332, 2023-01-01
[ Homomorphic encryption,mobile data usage prediction,similarity ] -
CHFDS: Clustered-based Hierarchical Federated Learning Framework with Differential Privacy and Secure Aggregation
215-216, 2023-01-01
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Red Light, Green Light Game System based on IoT Devices
767-768, 2023-01-01
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Continual Learning with Out-of-Distribution Data Detection for Defect Classification
337-338, 2023-01-01
[ Continual learning,out-of-distribution ] -
Image Inpainting with Self-Supervised Learning for Mura Detection System
339-340, 2023-01-01
-
Gated Tri-Tower Transformer (GT3) - An Inflated Power Generation Attack Detector for Microgrids
2023-01-01
[ advanced metering infrastructure,gated tri-tower transformer,inflated power generation attack,microgrid ] -
Image Confusion Applied to Industrial Defect Detection System
463-464, 2022-01-01
-
An Incremental Meta Defect Detection System for Printed Circuit Boards
307-308, 2022-01-01
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A Light-Weight Defect Detection System for Edge Computing
521-522, 2022-01-01
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A Deep Learning-based Generic Solder Defect Detection System
99-100, 2022-01-01
-
An Efficient Industrial Product Serial Number Recognition Framework
263-264, 2022-01-01
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Predicting Credit Risk in Peer-to-Peer Lending: A Machine Learning Approach with Few Features
295-300, 2021-01-01
[ borderline-SMOTE,credit risk prediction,data synthesis,Peer-to-peer lending,RFECV,XGBoost ] -
An Accurate Vehicle-to-Vehicle Instant Alert System Using Directional Antennas
2021-01-01
[ dipole antenna,directional antenna,Driving safety,dual antenna system,patch antenna,V2X communication ] -
Contour Accentuation for Transfer Learning-Based Ship Recognition Method
61-62, 2020-04-20
[ contour accentuation,convolutional neural network,ship recognition,transfer learning ] -
Signal and information processing in mobile cloud computing: Trends and challenges
625-629, 2015-03-26
[ mobile cloud computing,multi-sensing fusion technology ] -
Reconstruct dynamic systems from large-scale open data
2015-01-01
[ Adaptive algorithm,Concept drift,Implicit feedback,Recommendation system ] -
An effective algorithm for interest aware opportunistic advertising by mining social and consuming information
2014-01-01
[ Data mining,Opportunistic advertising,Social and consuming information ] -
A flexible analysis and prediction framework on resource usage in public clouds
309-316, 2012-12-01
[ cloud computing,MapReduce,Parallel Frequent Pattern Growth,Parallel K-means,Particle Swarm Optimization,resource prediction ] -
A proximity sensor based no-touch mechanism for mobile applications on smart phones
2012-12-01
[ Cloud computing,Proximity sensor,Speech recognition ]
專書
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Communications in Computer and Information Science
319-329, 2025-01-01
[ image classification,Intrusion detection,open set,out-of-distribution detection ] -
Communications in Computer and Information Science
304-318, 2025-01-01
[ ComfyUI,deep learning,Microsection Measurement,printed circuit board ]
國立中央大學