스마트팩토리, Industrial AI, Anomaly detection, Manufacturing data analytics, AI-enabled fault diagnosis and prognosis, 5G-based smart manufacturing
학력
(Ph.D.) in Computer Engineering, Sungkyunkwan University, Korea (2008)
약력/경력
LINC 3.0 전국ICC협의체 회장(2022~현재)
SKKU LINC 3.0 MAKE UNIC(스마트제조) 주임교수
일반대학원 스마트팩토리융합학과 사업책임자(교수)
중소기업중앙회 4차산업혁명위원회 및 나주 반도체특별위원회 위원
조달청 대형 소프트웨어-인공지능 사업 전문평가위원
수원시 청소년육성재단 운영위원회 위원
한국인터넷방송통신학회 협동부회장/산학이사
한국인터넷정보학회 이사
학술지 논문
(2023)
LyFormer Based Object Detection in Reel Package X-ray Images of Semiconductor Component.
JOURNAL OF KING SAUD UNIVERSITY-COMPUTER AND INFORMATION SCIENCES.
36,
1
(2023)
Research on a SaaS (Software as a Service)-based Digital Product Passport System Model for the EV Battery Industry Value Chain.
WSEAS Transactions on Business and Economics.
20,
1
(2023)
LED-Display Defect Detection Based on YOLOv5 and Transformer.
IEEE ACCESS.
11,
1
(2023)
Design and Comparative Analysis of Quality Management Systems in Aseptic Process for Smart HACCP in Food and Beverage Industry.
WSEAS Transactions on Environment and Development.
19,
1
(2023)
Production Improvement Rate with Time Series Data on Standard Time at Manufacturing Sites.
APPLIED SCIENCES-BASEL.
13,
19
(2023)
Designing a Cloud-Based MES-SaaS Platform Model in Precision Machining.
WSEAS Transactions on Computer Research.
11,
1
(2023)
Synergistic Training: Harnessing Active Learning and Pseudo-Labeling for Enhanced Model Performance in Deep Learning.
WSEAS Transactions on Computers.
22,
1
(2023)
Design and Implementation of Defect Detection System Based on YOLOv5-CBAM for Lead Tabs in Secondary Battery Manufacturing.
PROCESSES.
11,
9
(2023)
Velocity range-based reward shaping technique for effective map-less navigation with LiDAR sensor and deep reinforcement learning.
FRONTIERS IN NEUROROBOTICS.
17,
2023
(2023)
Factory Simulation of Optimization Techniques Based on Deep Reinforcement Learning for Storage Devices.
APPLIED SCIENCES-BASEL.
13,
17
(2023)
Federated Learning for Predictive Maintenance and Anomaly Detection Using Time Series Data Distribution Shifts in Manufacturing Processes.
SENSORS.
23,
17
(2023)
Real-Time Pose Estimation Based on ResNet-50 for Rapid Safety Prevention and Accident Detection for Field Workers.
ELECTRONICS.
12,
16
(2023)
Bearing Fault Diagnosis of WDCNN-LSTM in Siamese Network.
WSEAS Transactions on Computers.
22,
1
(2023)
Pattern Wafer x/y Auto Align System using Machine Vision.
WSEAS Transactions on Signal Processing.
19,
1
(2023)
Design and Implementation of an Ellipsometer Inspection System that Conforms to the Wafer’s MI Process in the Production Process.
Design, Construction, Maintenance.
3,
1
(2023)
YOLOv7-Based Anomaly Detection Using Intensity and NG Types in Labeling in Cosmetic Manufacturing Processes.
PROCESSES.
11,
8
(2023)
Estimating APC Model Parameters for Dynamic Intervals Determined Using Change-Point Detection in Continuous Processes in the Petrochemical Industry.
PROCESSES.
11,
8
(2023)
Few-Shot Learning-Based Light-Weight WDCNN Model for Bearing Fault Diagnosis in Siamese Network.
SENSORS.
23,
14
(2023)
Pre-trained CNN-based TransUNet Model for Mixed-Type Defects in Wafer Maps.
WSEAS Transactions on Information Science and Applications.
20,
1
특허/프로그램
딥러닝 생체신호 분석 기반의 인간 행동 인식 소프트웨어.
C-2023-042684.
20230922.
대한민국
어텐션 메커니즘 기반의 미래 수요 예측 데이터 생성방법 및 장치.
10-2021-0019266.
20230830.
대한민국
스케줄러 기반의 워크플로우 프로세스 자동화 모델 장치.
10-2021-0070956.
20230809.
대한민국
얼굴 유사도 측정 프로그램.
C-2023-032330.
20230801.
대한민국
밀란 데이터 전처리 프로그램.
C-2023-030069.
20230717.
대한민국
Using Generative Networks and Dementia Audio Datasets for Anomaly Detection(생성형 네트워크와 치매 음성 데이터를 사용한 결함탐지).
C-2023-029859.
20230714.
대한민국
Wrinkle Detection System(주름 검출 시스템).
C-2023-029061.
20230711.
대한민국
OPENCV와 OCR을 활용한 표 이미지 내 글자 검출.
C-2023-028047.
20230704.
대한민국
온습도 데이터를 활용한 xgboost 시계열 예측 모델.
C-2023-028048.
20230704.
대한민국
상수관로 데이터에 대한 여러 AI 모델을 기반으로 한 다중 클러스터 분류.
C-2023-027567.
20230630.
대한민국
Anomaly Detection Based on 1D-CNN-LSTM AutoEncoder for Bearing Data.
C-2022-054707.
20221114.
대한민국
퓨샷러닝을 활용한 Bearing Fault Diagnosis.
C-2022-052658.
20221114.
대한민국
실시간 데이터 전처리 및 이상치 감지를 위한 모니터링 시스템.
10-2020-0122737.
20220628.
대한민국
스마트 공장의 CPS 시스템 구축을 위한 교육용 키트 및 이를 이용하여 실습하는 프로그램이 저장된 컴퓨터 판독 가능 매체.
10-2018-0170580.
20210512.
대한민국
학술회의논문
(2023)
AI-Smart Factory: Design and verification of Korean SME AI smart factory using level diagnosis system.
The 20th International Conference on Mobile Systems and Pervasive Computing - MobiSPC 2023.
캐나다
(2023)
Optimal Z-axis Find Algorithm in Ellipsometry Semiconductor Process based on Local Search using Machine Vision.
The 20th International Conference on Mobile Systems and Pervasive Computing - MobiSPC 2023.
캐나다
(2022)
Anomaly Detection Based on Deep CNN-ELM in Semiconductor Manufacturing.
ELECS 2023.
스위스
(2022)
A Novel Clustering Anomaly Detection of PCA based Time Series Features with CNC Machines Data.
10th World Conference on Information Systems and Technologies - WorldCIST'22.
몬테네그로
(2022)
Two Phases Anomaly Detection Based on Clustering and Vibration for Plastic Molding Injection Data.
The 5th International Conference on Emerging Data and Industry 4.0 (EDI40).
포르투갈
(2022)
A Defect Detection Model for Casting Product using Wavelet Transform Denoise and Xception.
ICACT - 24th International Conference on Advanced Communications Technology.
대한민국
(2022)
A Novel Defect Classification Scheme Based on Convolutional Autoencoder with Skip Connection in Semiconductor Manufacturing.
International Conference on Advanced Communications Technology 2022 (ICACT 2022).
대한민국
(2021)
Abnormal Data Classification Based on SSA-AELSTM.
6th International Conference on Computer Scienceand Computational Intelligence (ICCSCI).
인도네시아
(2021)
Cloud-Edge based Heterogeneous Equipment MultiTask Knowledge Distillation for IIoT.
6th International Conference on Computer Scienceand Computational Intelligence (ICCSCI).
인도네시아
(2021)
DeiT-ADL: Data-efficient Image Transformer for Anomaly Detection and Localization.
3rd International Conference on Advances in Signal Processing and Artificial Intelligence (ASPAI' 2021).
포르투갈
(2021)
Fault Detection Using Canny Edge Detection and Mask R-CNN in Injection Molding of Manufacturing Processes.
In 2021 4th International Conference on Control and Computer Vision (ICCCV’21).
마카오
(2021)
Design and Analysis of Optimal Recipe Prediction Model Based on Deep Learning for Advanced Composite Material Injection Molding.
2021 International Conference on Computer Communication and Artificial Intelligence (CCAI).
중국
(2021)
Design and Implementation of Injection Data Preprocessing & Monitoring System Based on Node-RED.
2021 15th International Symposium on Medical Information and Communication Technology (ISMICT2021).
중국
(2021)
AnoGAN-Based Anomaly Filtering for Intelligent Edge Device in Smart Factory.
IMCOM 2021.
대한민국
(2021)
Smart Manufacturing Scheduling System: DQN based on Cooperative Edge Computing.
IMCOM 2021.
대한민국
(2020)
Quality Inspection of Casting Product Using CAE and CNN.
ICISPC 2020.
일본
(2020)
A Defect Detection Model for Imbalanced Wafer Image Data Using CAE and Xception.
2020 International Conference on Intelligent Data Science Technologies and Applications.
스페인
(2020)
Explainable Process Monitoring Based on Class Activation Map: Garbage In, Garbage Out.
ECML/PKDD 2020 Workshop on IoT Stream for Data Driven Predictive Maintenance.
EU연합
(2020)
Bearing Fault Detection with Data Augmentation Based on 2-D CNN and 1-D CNN.
Proceedings of the 2020 the 4th International Conference on Big Data and Internet of Things.
싱가포르
(2020)
HACCP-based Cooperative Model for Smart Factory in South Korea.
The 17th International Conference on Mobile Systems and Pervasive Computing.
벨기에
