Industrial AI Lab.

2019년도 9월 입학예정자만 대학원 일반전형 1차에 지원 가능합니다. 서류는 대학원위원회의 심사를 통과해야 하며, 면접은 인공지능 관련 코딩으로만 평가합니다.

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 (with your transcript) before submitting your application

빅데이터 분석 (파이썬 머신러닝) by 이승철: 매치업 강좌
– A. 머신러닝을 위한 파이썬 기초
– B. 머신러닝을 위한 선형대수와 최적화
– C. 지도학습: 회귀
– D. 지도학습: 분류
– E. 비지도학습: 군집화와 차원축소

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

  • AI for Manufacturing
  • AI for Robotics
  • AI for Healthcare

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
25 알루미늄 주조 합금의 광학 미세조직 사진기반 석출상 분리 2019.04 2020.12 PI
24 인공지능 기반 스포츠 빅데이터 분석 알고리즘 및 원천기술 개발 2019.01 2019.12 co-PI
23 연주기 2차냉각 기계학습 모델 확대 적용 기술개발 2019.03 2019.11 PI
22 조건적중율 60%이상의 인공지능형 사출성형 시스템 개발 2019.01 2020.12 co-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 2018.07 PI
17 종합 설비데이터 진단을 위한 딥러닝 플랫폼 개발 2018.03 2019.02 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
97 05/09/19 (초청특별강연) 한국소성가공학회 대구
96 05/08/19 삼성중공업 에너지플랜트연구소 판교
95 04/26/19 철강기술심포지엄 창원
94 03/22/19 아주대학교 수원
93 02/21/19 (초청특별강연) 딥러닝, 소음진동분야에도 유용한가? 한국소음진동공학회 평창
92 01/31/19 산업 인공지능 기술개발 현황 스마트 재료공정 심포지엄, 재료연구소 창원
91 01/28/19~
01/30/19
Tutorial: PHM 강습회 PHM Korea Seoul
90 01/12/19 Tutorial: Hands-on Deep Learning Kumoh National Institute of Technology Gumi
89 12/20/18 Introduction to AI and AI-based PHM Hyundai Namyang Technology Research Center Hwaseung
88 12/19/18 Computational Mechanics and AI 한국과학기술정보연구원 (KISTI) 서울
87 12/12/18 4차 산업혁명과 인공지능 대구경북 중소기업 연합회 대구
86 11/29/18 인공지능 기반 유체기계 상태감시 및 진단 한국유체기계학회 추계학술대회 여수
85 11/27/18 기계공학과 인공지능 강릉원주대학교 원주
84 11/22/18 Deep Learning for Smart Manufacturing Digital plant 기술 교류회,
한국생산기술연구원
서울
83 11/21/18 Make it Smarter with Deep Learning Creative IT Engineering POSTECH
82 11/15/18 AI Helps Make Nuclear Power Plants Safer Advanced Nuclear Engineering POSTECH
81 11/15/18 4차 산업혁명과 인공지능 경상북도 인공지능 거점센터 경산상공회의소
80 11/06/18 기계공학과 인공지능 기계학회 포항지회 추계학술대회 포항
79 11/01/18 인공지능을 활용한 설비관리 BIXPO 2018 광주
78 10/17/18 Tutorial: 신호처리와 인공지능 한국소음진동공학회 추계학술대회 여수
77 09/19/18 인공지능 소개 과학기술정보통신부 중앙전파관리소 서울
76 09/14/18 인공지능 기반 상태감시 및 진단 삼성전기 수원
75 08/29/18 4차 산업혁명과 인공지능 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