Industrial AI Lab.

[Openings] There are many open positions for Ph.D. or combined students and Post-doctoral researchers. I am looking for students with strong mathematical background (e.g., probability and linear algebra) and computer programming skills. Please see our lecture materials and projects. The minimum requirements for those who are interested in joining our lab are
1) to complete the basic lectures on machine learning and deep learning found here.
2) to contact me before submitting your application

Industrial AI Lab exploits the followings with applications to electro-mechanic and manufacturing systems.

  • Deep Learning for industrial applications
  • Industrial internet of things (IIoT) for edge computing
  • Robotics for smart factories
  • Reinforcement learning for mechanical systems

Industrial AI Lab requires interdisciplinary engineering fields:

  • Statistics, probability, and optimization
  • Machine learning and deep learning
  • Discrete signal processing and control
  • Mechanical and electrical design skills

 

Funded Research Projects

No. Project Topics Sponsor Start End Role
22 알루미늄 주조 합금의 광학 미세조직 사진기반 석출상 분리 2019.03 2020.12 PI
21 IoT 기반 보조기기 원격 진단지원 툴킷 개발 2017.06 2020.05 co-PI
20 인공지능 딥러닝 기반 소장캡슐 내시경 스마트 판독 시스템 개발 2018.04 2021.12 co-PI
19 지능형 학습기반 대상조건 조향계 이음판별 장치개발 2018.05 2018.12 PI
18 학습 기반 이음/소음 검사기 현장적용 기술 개발 2018.04 2018.11 PI
17 종합 설비데이터 진단을 위한 딥러닝 플랫폼 개발 2018.03 2018.12 PI
16 기계시스템 진단 및 제어를 위한 차세대 인공지능 기초 연구 2018.01 2020.12 PI
15 선박 회전기기 상태기반 유지보수를 위한 스마트 모니터링 시스템 개발 2017.07 2019.12 co-PI
14 가스터빈 통합 데이터 기반 상태 진단 및 예측 시스템 개발 2017.07 2018.09 PI
13 AI-based Unconventional Architecturing Technologies for Hybrid-scale Micro-/Nano-structures 2017.01 2017.12 co-PI
12 동작측정 데이터 기반 지능형 분류(학습) 알고리즘 개발 및 MoWas UI 개선 2017.02 2017.08 PI
11 Development of an Intelligent Diagnosis and Automatic Control Software Platform for Smart Factory 2017.01 2017.12 co-PI
10 빅데이터 기반 머신러닝 조립 품질검사 및 영상인식 분석 이종추적 플랫폼 구축 2016.11 2018.10 co-PI
09 학습 기반 이음/소음 검사 기술/시스템 개발 2016.09 2017.09 PI
08 자동차 산업 제조 혁신을 위한 3D 프린터 모니터링 시스템 구축 및 데이터 기반 가공 변형 최소화 제어 알고리즘 개발 2016.06 2017.12 PI
07 IoT센서를 이용한 빅데이터 기반의 로봇 상태 예지 정비 시스템 기술 개발 2015.07 2017.12 co-PI
06 이상진단 알고리즘 개발 및 시스템 구축 II
05 팬진동 이상인자 도출설계 2014.11 2015.07 PI
04 Plant BOP 회전기기 진동진단 알고리즘 프로그래밍 2014 2014 PI
03 이상진단 알고리즘 개발 및 시스템 구축 I 2014.02 2014.11 PI
02 인간과 기술가치의 미래 제조산업을 위한 융합형 인간 및 시스템공학자 양성사업 2013 2017 co-PI
01 Development of Self-Diagnostic Algorithm in a MLCC Stacker 2017.07 2018.06 PI

 

Talks

No. Date Topics Where
77 11/21/18 Make it Smarter with Deep Learning Creative IT Engineering POSTECH
76 11/15/18 AI Helps Make Nuclear Power Plants Safer Advanced Nuclear Engineering POSTECH
75 08/29/18 Introduction to AI 경상북도 인공지능 거점센터 영천상공회의소
74 08/28/18 인공지능 기반 상태감시 및 진단에 대한 고찰 KEPIC Week Busan
73 08/27/18 AI for Shipbuilding Industry Samsung Heavy Industries Daejeon
72 08/23/18~
08/24/18
PHM Tutorial KSPHM Seoul
71 08/17/18 인공지능 기술과 조선해양 ICT 융합 한국해양대, 오션아카데미 Gyeongju
70 07/24/18 AI Technology and Shipbuilding ICT Smart Ship and Shipbuilding Forum Ulsan
69 07/23/18~
07/27/18
Tutorial: AI SK Hynix POSTECH PIRL
68 07/18/18 Introduction to AI for Automotive Manufacturing Hyundai KEFICO Gunpo-si
67 07/12/18 Deep Learning for Engineered Systems University of Ulsan Ulsan
66 07/11/18 Introduction to AI for PHM Korea Hydro and Nuclear Power (KHNP) Gyeongju
65 07/03/18 Smart Mechanical Engineering – Big Data and AI Postech Summer Program POSTECH
64 06/25/18 AI for Automotive Manufacturing Hyundai Motor Company Ulsan
63 05/29/18 인공지능, 기계공학에서 이렇게 쓰인다 ME, KAIST Daejeon
62 05/04/18 Tutorial: Deep Learning Global FinTech Industry Promotion Center Pusan
61 04/25/18 Deep Learning for Mechanical Engineering ME, POSTECH Pohang
60 04/24/18 Deep Learning for Engineered Systems Korea Aerospace Research Institute (KARI) Daejeon
59 04/20/18 AI for Engineered Systems Korea Institute of Industrial Technology (KITECH) Incheon
58 04/16/18 Deep Learning for Healthcare and Medical Applications Catholic University of Korea Seoul St. Mary’s Hospital Seoul
57 04/13/18 Tutorial: Case Studies on Industrial AI Postech Information Research Laboratories (PIRL) Pohang
56 04/06/18 AI/Big Data for Energy and Utilities SK E & S Pohang
55 03/30/18 AI for Engineered Systems Korea Institute of Materials Science (KIMS) Changwon
54 03/26/18 Deep Learning for PHM and Smart Factory POSCO Pohang
53 03/22/18 Deep Learning for Semiconductor Equipment PHM Tokyo Electron Ltd. (TEL) Suwon
52 03/21/18 Deep Learning for Engineered Systems Korea Atomic Energy Research Institute (KAERI) Daejeon
51 03/16/18 Deep Learning for Automotive Industry Hyundai Motor Company
50 02/13/18 Deep Learning for Engineered Systems Korea Railroad Research Institute Uiwang-si
49 02/08/18 Tutorial: Deep Learning Computational Structure Engineering Institute of Korea Seoul
48 02/01/18~
02/02/18
Tutorial: Machine Learning and Deep Learning Hanwha Techwin Seoul
47 01/30/18 PHM using Deep Learning Korea Hydro and Nuclear Power Seoul
46 01/29/18 Tutorial: Deep Learning Pusan National University Pusan
45 01/25/18 Tutorial: AI and Smart Factory Computational Design and Engineering Conference
44 01/23/18 Introduction to PHM for Smart Plant Monitoring and Maintenance Engineering Development Research Center (EDRC) Seoul
43 01/16/18~
01/19/18
Tutorial: Deep Learning KSME Seoul
42 12/18/17 Monitoring and Diagnostics in Manufacturing using Deep Learning Global Technology Center of Samsung Electronics Suwon
41 12/14/17~
12/15/17
Tutorial: Machine Learning and Deep Learning Hanwha Techwin Seoul
40 12/08/17 Deep Learning for Smart Manufacturing Research Institute of Industrial Science and Technology (RIST) Pohang
39 12/01/17 Deep Learning and Smart Manufacturing Pusan National University Pusan
38 11/28/17 Machine Learning and Deep Learning Korea East-West Power Company Ulsan
37 11/22/17~
11/23/17
Tutorial: Machine Learning and Deep Learning Hanwha Techwin Seoul
36 11/09/17 Deep Learning for Smart Diagnostics Korea Hydro and Nuclear Power (KHNP) Daejeon
35 10/18/17 Tutorial: Deep Learning with Noise and Vibration Data KSNVE Conference Yesan
34 10/11/17 Deep Learning and its Applications to Smart Manufacturing GIST Gwangju
33 09/27/17 Make it Smarter via Deep Learning K-School, KAIST Daejeon
32 09/18/17 The 4th Industrial Revolution and Smart Manufacturing Ulsan
31 09/14/17 Data Analytics in Manufacturing and Transportation: Deep Learning and PageRank GSGT, KAIST Daejeon
30 08/25/17 Tutorial: Machine Learning and Deep Learning Hanyang University Seoul
29 08/21/17~
08/23/17
Tutorial: Deep Learning KSME Seoul
28 08/21/17 Deep Learning Applications to Smart Factory Korea Institute of Communication and Information Science Pusan
27 08/10/17 Make it Smarter with Deep Learning Chung-Ang University Seoul
26 07/26/17 AI-based Smart Manufacturing Hyundai Mobis Mabuk-dong
25 07/21/17 Deep Learning and its Applications to Smart Manufacturing Hanwah Techwin Pangyo
24 07/11/17 Deep Learning and its Applications to Smart Manufacturing Executive Directors at Samsung Electro-Mechanics Suwon
23 06/26/17 Deep Learning and its Applications to Smart Manufacturing Samsung Electro-Mechanics Suwon
22 06/19/17 Machine Learning and Deep Learning KIMM Daejeon
21 06/16/17 AI for the Future of Production UNIST Ulsan
20 05/30/17 PHM with IoT Smart Sensors Hyundai Heavy Industries Ulsan
19 04/26/17 Coding for Machine Learning and Deep Learning with Vibration Data KSNVE Gwangju
18 04/24/17 Make IT Smarter via Deep Learning ME, POSTECH Pohang
17 04/21/17 Intelligent Mechatronic Systems with Signal Processing, Control, and Optimization Hongik University Seoul
16 04/19/17 How to teach Engineering Mechanics as a recipient of outstanding teaching award UNIST Ulsan
15 04/10/17 Mechatronics with Machine Learning and Deep Learning Inha University Incheon
14 03/14/17 Machine Learning and Deep Learning in Manufacturing KIMM Daejeon
13 01/17/17 Bayesian Machine Learning and Data Visualization in PHM Korea Atomic Energy Research Institute (KAERI) Daejeon
12 12/15/16 Machine Learning and Data Visualization in Manufacturing KSME Conference
11 11/09/16 Machine Learning and Data Visualization in Manufacturing IME, POSTECH Pohang
10 08/04/16 Intelligent Mechanical Systems with Machine Learning KIMM Daejeon
09 07/18/16 IoT and Cloud Platform for Monitoring Signallink Daejeon
08 07/13/16 IoT-based PHM in Power Plants KEPCO Daejeon
07 12/04/15 Machine Learning for Machine Healthcare Systems Korea Aerospace University Seoul
06 08/28/15 Big Data Mining and IoT-based PHM Seoul National University Seoul
05 05/21/15 Big Data Visualization ASPM Business Analytic Program, UNIST Ulsan
04 03/20/15 Big Data Visualization in Manufacturing UNIST Big Data Symposium Ulsan
03 12/13/13 Diagnostics and Prognostics of Battery Management Systems Samsung Advanced Institute of Technology (SAIT) Suwon
02 10/15/13 Issues on Intelligent Prognostics Korea Electric Power Research Institute (KEPRI) Daejeon
01 10/07/13 Introduction to iSystems Design Laboratory UNIST Ulsan