Smart factory, Industrial AI, Anomaly detection, Manufacturing data analytics, AI-enabled fault diagnosis and prognosis, 5G-based smart manufacturing
Journal Articles
(2024)
LSTM-Autoencoder Based Anomaly Detection Using Vibration Data of Wind Turbines.
SENSORS.
24,
9
(2024)
YOLOv5 based object detection in reel package X-ray images of semiconductor component.
HELIYON.
10,
5
(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)
LED-Display Defect Detection Based on YOLOv5 and Transformer.
IEEE ACCESS.
11,
1
(2023)
Production Improvement Rate with Time Series Data on Standard Time at Manufacturing Sites.
APPLIED SCIENCES-BASEL.
13,
19
(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)
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)
Production Planning Forecasting System Based on M5P Algorithms and Master Data in Manufacturing Processes.
APPLIED SCIENCES-BASEL.
13,
13
(2023)
Machine Learning-Based Prediction of Controlled Variables of APC Systems Using Time-Series Data in the Petrochemical Industry.
PROCESSES.
11,
7
(2022)
SaaMES: SaaS-Based MSA/MTA Model for Real-Time Control of IoT Edge Devices in Digital Manufacturing.
SUSTAINABILITY.
14,
16
(2022)
Design and Implementation of an HCPS-Based PCB Smart Factory System for Next-Generation Intelligent Manufacturing.
APPLIED SCIENCES-BASEL.
12,
15
(2022)
Design and Implementation of OPC UA-Based VR/AR Collaboration Model Using CPS Server for VR Engineering Process.
APPLIED SCIENCES-BASEL.
12,
15
(2022)
Real-Time ISR-YOLOv4 Based Small Object Detection for Safe Shop Floor in Smart Factories.
ELECTRONICS.
11,
15
Patent/Intellectual Property
결함 시뮬레이터 디지털 트윈 3D 모델.
C-2024-004788.
20240201.
KOREA, REPUBLIC OF
전산실 온도 관리 시뮬레이션.
C-2023-062499.
20231222.
KOREA, REPUBLIC OF
연합학습 기반 공정 설비 이상 탐지 프로그램.
C-2023-060662.
20231215.
KOREA, REPUBLIC OF
데이터 전처리 및 분류기.
C-2023-059297.
20231213.
KOREA, REPUBLIC OF
웨이퍼 마운팅 시뮬레이터.
C-2023-059204.
20231212.
KOREA, REPUBLIC OF
Worker Safety Gear Recognition System ( 작업자 안전 장비 인식 시스템 ).
C-2023-058388.
20231211.
KOREA, REPUBLIC OF
대규모 및 고차원 데이터 처리를 위한 밀도 기반의 군집화 프로그램.
C-2023-059186.
20231211.
KOREA, REPUBLIC OF
Anomaly Detection based on 1D-CNN LSTM for Rotating Machine.
C-2023-058162.
20231208.
KOREA, REPUBLIC OF
딥러닝 생체신호 분석 기반의 인간 행동 인식 소프트웨어.
C-2023-042684.
20230922.
KOREA, REPUBLIC OF
어텐션 메커니즘 기반의 미래 수요 예측 데이터 생성방법 및 장치.
10-2021-0019266.
20230830.
KOREA, REPUBLIC OF
스케줄러 기반의 워크플로우 프로세스 자동화 모델 장치.
10-2021-0070956.
20230809.
KOREA, REPUBLIC OF
얼굴 유사도 측정 프로그램.
C-2023-032330.
20230801.
KOREA, REPUBLIC OF
밀란 데이터 전처리 프로그램.
C-2023-030069.
20230717.
KOREA, REPUBLIC OF
Using Generative Networks and Dementia Audio Datasets for Anomaly Detection(생성형 네트워크와 치매 음성 데이터를 사용한 결함탐지).
C-2023-029859.
20230714.
KOREA, REPUBLIC OF
Wrinkle Detection System(주름 검출 시스템).
C-2023-029061.
20230711.
KOREA, REPUBLIC OF
OPENCV와 OCR을 활용한 표 이미지 내 글자 검출.
C-2023-028047.
20230704.
KOREA, REPUBLIC OF
온습도 데이터를 활용한 xgboost 시계열 예측 모델.
C-2023-028048.
20230704.
KOREA, REPUBLIC OF
상수관로 데이터에 대한 여러 AI 모델을 기반으로 한 다중 클러스터 분류.
C-2023-027567.
20230630.
KOREA, REPUBLIC OF
Anomaly Detection Based on 1D-CNN-LSTM AutoEncoder for Bearing Data.
C-2022-054707.
20221114.
KOREA, REPUBLIC OF
퓨샷러닝을 활용한 Bearing Fault Diagnosis.
C-2022-052658.
20221114.
KOREA, REPUBLIC OF
Conference Paper
(2024)
Multivariate PCA-based Composite Criteria Evaluation Method for Anomaly Detection in Manufacturing Data.
ICACT 2024.
KOREA, REPUBLIC OF
(2024)
From Scarcity to Abundance:Expansion Manufacturing Data through Limited Defect Images.
HICSS-57.
UNITED STATES
(2023)
A Novel XY-Plane Positioning Based on Circle Approximation for Wafer Stage Control.
BCD 2023.
VIET NAM
(2023)
Audio Spectrogram Transformer-based Audio Classification using Voice data of Dementia Patients.
BCD 2023.
VIET NAM
(2023)
CNN-BiLSTM Based Federated Learning for Field Worker Safety.
BCD 2023.
VIET NAM
(2023)
CNN-LSTM-AE Based Predictive Maintenance Using STFT for Rotating Machinery.
BCD 2023.
VIET NAM
(2023)
Design and Implementation Of An Eye Fatigue Analysis System To Prevent Safety Accidents For Field Workers.
BCD 2023.
VIET NAM
(2023)
Design and Implementation of AI Machine Vision Inspection System with Multi-Optical Images for OLED Film Manufacturing.
BCD 2023.
VIET NAM
(2023)
HNSW-based DBSCAN for Large-scale Point Cloud Computing.
BCD 2023.
VIET NAM
(2023)
Leak Detection and Classification of Water Pipeline Data Using LSTM Auto-Encoder with Xavier Initialization.
BCD 2023.
VIET NAM
(2023)
On Predicting Internal Humidity Missing in Emergency Rooms Using Environmental Data from Korea Meteorological Administration.
CPSCom 2023.
CHINA
(2023)
Point Cloud-Based Real-Time 3D Object Detection for Predictive Analytics of Safety Incidents in Manufacturing Industry.
29th IEEE International Conference on Mechatronics and Machine Vision in Practice (M2VIP 2023).
NEW ZEALAND
(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.
CANADA
(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.
CANADA
(2022)
Anomaly Detection Based on Deep CNN-ELM in Semiconductor Manufacturing.
ELECS 2023.
SWITZERLAND
(2022)
GRU-based Power Consumption Prediction for Energy Management in Smart Building.
ICECCME 2022.
MALDIVES
(2022)
Blockchain-based Real-time Information Management in Remicon Manufacturing Process.
MobiSPC 2022.
CANADA
(2022)
Real-Time Low-Carbon Prediction in Ready-Mixed Concrete Production Process for Smart Manufacturing.
MobiSPC 2022.
CANADA
(2022)
Multi-layer Stacking Ensemble for Fault Detection Classification in Hydraulic System.
CSCC 2022.
GREECE
(2022)
Introduction of Equipment Level FDC System For Semiconductor Wet-Cleaning Equipment Optimization And Real-Time Fault Detection.
2022 33rd Annual SEMI Advanced Semiconductor Manufacturing Conference (ASMC).
UNITED STATES
