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Professors/Lab.

참여학과(부) 교수 소개

Journal Article(논문)
Issue Date
(발행일)		 Title
(제목)		 Journals
(출처)
2025 Resource-Efficient Federated Fine-Tuning of LLMs for Downstream Tasks of Speech Recognition NOMS
2024 GTT-NTP: A Graph Convolutional Networks-Based Network Traffic Prediction model NOMS
2024 Multi-Convolutional Channel Residual Spatial Attention U-Net for Industrial and Medical Image Segmentation IEEE ACCESS
2024 LSTM-Based Collaborative Source-Side DDoS Attack Detection IEEE ACCESS
2022 Estimating searching cost of regular path queries on large graphs by exploiting unit-subqueries Journal of Heuristics
2021.12.01 Accessing LSTM-based multi-step traffic prediction methods KNOM REVIEW
2021.04.21 Efficiently Estimating Joining Cost of Subqueries in Regular Path Queries Electronics
2021.02.01 Effective Anomaly Detection in Smart Home by Analyzing Sensor Correlations IEICE Transactions on Information and Systems
2020.08.01 Web Attack Classification Model Based on Payload Embedding Pre-Training Journal of The Korea Institute of Information Security and Cryptology
2020.05.01 Accessing Impact of DCGAN Image Data Augmentation for CNN based Tomato Disease Classification Journal of Digital Contents Society
2019.09.01 Gradual Switch Clustering based Virtual Middlebox Placement for Improving Service Chain Performance. IEICE Transactions on Information and Systems
2019.08.01 Assessing Convolutional Neural Network based Malicious Network Traffic Detection Methods KNOM REVIEW
2019.05.01 Traffic Seasonality aware Threshold Adjustment for Effective Source-side DoS Attack Detection KSII Transactions on Internet and Information Systems
2018.06.01 Source-Side Detection of DRDoS Attack Request with Traffic-Aware Adaptive Threshold. IEICE Transactions on Information and Systems
2018.02.01 A Survey about Consensus Algorithms Used in Blockchain Journal of Information Processing Systems
2017.12.01 Efficient Association Rule Mining based SON Algorithm for a Bigdata Platform Journal of Digital Contents Society
2017.10.01 Efficient Regular Path Query Evaluation by Splitting with Unit-Subquery Cost Matrix IEICE Transactions on Information and Systems
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Title
(제목)		 Period
(과제기간)		 Organization
(주관기관명)
Design of basic Federated Learning algorithm considering non-IID cardiac and cerebrovascular data environment    
Plant/Crop Disease Detection under Distributed AI Environments    
Research on simplification of structure and accident risk prediction based on AI-based prediction of past traffic accident data and video    
Research on vehicle images and advanced AI-based defect classification for crack detection    
Implement DID verification service on ethereum network    
Development of digital twin platform for precision oncology 2019.07.01 ~ 2022.12.31 NRF
Research on ICT Convergence System for Urban Disaster 2016.06.01 ~ 2021.12.31 IITP
Research of SDN based Disaster Responsive Highly Reliable Network 2017.03.01 ~ 2021.02.28 NRF
Research on Path Explosion of Concolic Testing 2019.04.01 ~ 2019.10.30 NSRI
Open Platform DevOps on KOREN SDI 2018.06.15 ~ 2018.12.15 NIA
Research of BigData Collecting/Storing/Processing Platform and Testing Processes 2016.01.01 ~ 2017.12.31 RDA
KOREN Open Platform for the Industry Internet Spread 2017.06.26 ~ 2017.11.30 NIA
Validity Investigation and Task Planning of Applied Technologies of SNS based Disaster Management 2017.04.14 ~ 2017.09.10 NDMI
Personalized warning notification system based on geosocial big data 2014.05.01 ~ 2017.04.30 NRF
Study on the multi-dimensional Future Network System Architecture for diversity of Services, Terminals and Networks 2016.04.01 ~ 2016.12.31 IITP
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Date
(일자)		 Title
(제목)		 Remark
(비고)
2021.08.25 Multimodal data-based survival rate prediction program for lung cancer patients by stage Software Registration
2021.06.18 Electric kickboard multi-ride detection program based on object tracking technology Software Registration
2021.03.10 System and method for emergency evacuation route guidance Patent Registration
2021.02.04 Bidirectional long and short-term memory neural network-based step-by-step network link state prediction program Software Registration
2020.06.26 Traffic usage-based source-side denial of service attack detection program Software Registration
2020.06.26 Source-side denial of service attack detection program based on traffic seasonality Software Registration
2020.06.26 Source-side denial-of-service attack detection program based on long-term memory neural network Software Registration
2020.01.21 Tomato leaf pest classifier based on convolutional neural network Software Registration
2019.11.05 Convolutional Neural Network-based Traffic Classifier Cross-validation Program Software Registration
2019.07.09 Building Emergency Evacuation 3D Simulator Software Registration
2019.04.12 Building emergency evacuation simulator based on smart direction indicator Software Registration
2018.11.07 Method and System for DRDoS Request Detection based on Suspicious Traffic Adaptive Threshold Patent Registration
Announced Date
(일자)		 Title
(제목)		 Organization
(주관기관명)
2021.11.04 Best Baper Award KIPS
2020.12.20 Best Baper Award DCS
2020.11.06 Best Baper Award KIPS
2020.05.23 Best Baper Award KISM
2020.05.15 Best Baper Award KICS KNOM
2019.11.08 Best Baper Award KISM
2019.06.21 Best Baper Award KIISC
2019.04.27 Best Baper Award KISM
2018.02.02 Best Presentation Award ACM ICMLSC
2017.04.28 Best Baper Award KIPS
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Issue Date
(일자)		 Title
(제목)		 Organization
(주관기관명)
2021.09.08 Dynamic Network Provisioning with Reinforcement Learning based on Link Stability IEEE APNOMS 2021
2021.09.08 Graph_Convolutional_Network_based_Link_State_Prediction IEEE APNOMS 2021
2021.05.22 Source-side DoS Attack Detection with LSTM and Seasonality Embedding ACM SAC 2021
2021.09.09 Assessing the versions of Pathway based Autoencoder model for Cancer Survival Analysis SMA 2021
2021.09.09 Mining Association Rules from Student Learning Results SMA 2021
2021.09.09 Design and Implementation of Smart Indicators based Emergency Evacuation System for Smart Buildings SMA 2021
2021.06.23 DEC-based Non-small cell lung cancer patient clustering KCC 2021
2021.06.23 LoRa-Based Fire Escape Route Guidance System Available in Smart Cities KCC 2021
2021.06.23 Detecting Electric Scooter Multi-Riding Behavior based on Multi-Object Analysis KCC 2021
2021.11.04 Web based Microservice Framework for Survival Analysis of Lung Cancer Patient using Digital Twin ACK 2021
2021.11.04 STL-Attention based Traffic Prediction with Seasonality Embedding ACK 2021
2021.11.04 A study on data preprocessing method for conversational query-based fashion recommendation system ACK 2021
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Issue Date
(발행일)		 Title
(제목)		 Pulisher
(출판사)
  Digital Design, 6th Edition  
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실험실습 연구실 소개

Introduction of Lab. (연구실 소개)

Distributed Networks and Systems Laboratory

  • Research Area Intelligent Distributed Systems
  • Details The main research topic includes intelligent distributed systems, especially edge AI and federated learning models, software-defined networks/infrastructures, big data platforms, GRID/cloud networks/systems, AI-applied cyber-physical systems, blockchain application systems, and smart agriculture/smart healthcare application systems.
Research Project
(연구과제)		 Period
(연구기간)		 Organization
(주관기관명)		 Details
(내용 및 특징)
Design of basic Federated Learning algorithm considering non-IID cardiac and cerebrovascular data environment      
Plant/Crop Disease Detection under Distributed AI Environments      
Research on simplification of structure and accident risk prediction based on AI-based prediction of past traffic accident data and video      
Research on vehicle images and advanced AI-based defect classification for crack detection      
Implement DID verification service on ethereum network      
Development of digital twin platform for precision oncology 2019.07.01 ~ 2022.12.31 NRF  
Research on ICT Convergence System for Urban Disaster 2016.06.01 ~ 2021.12.31 IITP  
Research of SDN based Disaster Responsive Highly Reliable Network 2017.03.01 ~ 2021.02.28 NRF  
Research on Path Explosion of Concolic Testing 2019.04.01 ~ 2019.10.30 NSRI  
Open Platform DevOps on KOREN SDI 2018.06.15 ~ 2018.12.15 NIA  
Research of BigData Collecting/Storing/Processing Platform and Testing Processes 2016.01.01 ~ 2017.12.31 RDA  
KOREN Open Platform for the Industry Internet Spread 2017.06.26 ~ 2017.11.30 NIA  
Validity Investigation and Task Planning of Applied Technologies of SNS based Disaster Management 2017.04.14 ~ 2017.09.10 NDMI  
Personalized warning notification system based on geosocial big data 2014.05.01 ~ 2017.04.30 NRF  
Study on the multi-dimensional Future Network System Architecture for diversity of Services, Terminals and Networks 2016.04.01 ~ 2016.12.31 IITP  
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