INTELLIGENT CONTROL LAB

Latest Journal Papers

Latest Int. Conf. Papers

姚立德教授 Prof. Leehter Yao

聯絡電話: (02)2771-2171 #2174
電子郵件: ltyao@ntut.edu.tw

Education

美國威斯康辛大學(麥迪遜校區)電機博士
Ph.D., Dept. of Electrical and Computer Engineering, University of Wisconsin-Madison

行政 Adminstration

教育部代理部長(2018-2019)
Acting Minister of Education
教育部政務次長(2017-2019)
Deputy Minister of Education
國立臺北科技大學校長(2011-2017)
President of National Taipei University of Technology
國立科技大學校院協會理事長(2013-2016)
Chairman, Association of National Universities of Technology
行政院技職教育審議委員會委員(2015-2017)
Member of Review Committee for National Technological and Vocational Education, Executive Yuan
高等教育國際合作基金會董事、常務董事(2011 -2017)
Director, Managing Director of Board, Foundation of International Cooperation in Higher Education of Taiwan
中華工程教育學會理事、常務理事(2014-present)
Member, Executive Member of the Council, Institute of Engineering Education Taiwan
中國工程師學會理事(2014-2017)
Member of the Council, Chinese Institute of Engineers
中國電機工程學會理事(2017-2018)
Member of the Council, The Chinese Institute of Electrical Engineering

產業 Industry

(經濟部所屬)全國認證基金會董 (2012-2014)
Director of Board, Taiwan Accreditation Foundation
(經濟部所屬)車輛研究測試中心董事, 常務董事 (2012-2014, 2015-2018)
Director, Managing Director of Board, Automotive Research and Testing Center
(經濟部所屬)金屬工業研究發展中心董事 (2011-2013)
Director of Board, Metal Industries Research and Development Center
(經濟部所屬)工業技術研究院董事 (2013-2016)
Director of Board, Industrial Technology Research Institute
經濟部技術處資訊/通訊/光電諮詢委員、召集人 (2008-present)
Counselor to Ministry of Economic Affairs
經濟部能源局策略規畫小組召集人 (2016-2017)
Chairman, Strategic Planning Panel, Bureau of Energy, Ministry of Economic Affairs
經濟部電機工程國家標準技術委員會委員 (2008-present)
Member of Technical Committee, National Standards of Electrical Engineering, Ministry of Economic Affairs
經濟部業界科專及主導性新產品技術審查委員會委員 (2011-present)
Member of Evaluation Committee for Technology Projects and Innovated New Products, Ministry of Economic Affairs
中華臺北亞太工程師監督委員會委員 (2011-present)
Member of Supervisory Committee for ASEAN Engineers
經濟部投資審議委員會委員 (2013-present)
Member of Review Committee for Investment, Ministry of Economic Affairs
經濟部深耕工業基礎技術委員會委員 (2013-present)
Member of Technical Committee for National Industrial Foundation, Ministry of Economic Affairs
經濟部4G智慧城市專審會委員及主審 (2014-2018)
Member of Review Committee and Chief Referee for 4G Smart Cities, Ministry of Economic Affairs

學術榮譽 Academic Honors

育部大專校院產學合作獎2000
Academia and Industry Cooperation Award, Ministry of Education
中國電機工程學會傑出電機工程教授獎 2008
Distinguished Electrical Engineering Professor, The Chinese Institute of Electrical Engineering
中國工程師學會傑出工程教授獎 2010
Distinguished Engineering Professor, Chinese Institute of Engineers
國際工程資產管理學會會士 2013
Fellow, International Society of Engineering Asset Management
俄羅斯國際工程院通訊院士 2015
Corresponding Academician, Russian International Academy of Engineering
國家磐石關懷獎章 2019
National SME Care Medal
一等教育專業獎章 2019
First Grade Education Professional Medal

Publications and Projects

Referred Journal Papers

International Conference Papers

National Conference Papers

Patents

Projects

Artificial Intelligence

Deep Learning
Deep Reinforcement Learning
Time Series prediction
Transfer Learning
Personal Re-identification
Pattern Recognition
AI on Embedded System

Intelligent Control

Self Driving Vehicle
Robotic Fish
Robotic Dog
Servo Motor Control
Smart Machine Design and Control

Smart Railway

Traction Power Maintenance and Management for High Speed Rail
Scada Design High Speed Rail Power Management
Artificial Intelligence Design for Mass Rapid Transit (MRT)
Fault Diagnosis and Prediction for Traction Power of MRT
Fault Prediction for MRT Rail System
On-board Passenger Measurement and Prediction for MRT

Smart Grid and Energy Management

Home Energy Management
Community Energy Management
Energy Storage System
Renewal Energy Management
Distributed Energy Management
Fuel Cell, Battery Management System
Ancillary Service
Demand Response

Course Material
1.	Chap 1 Introduction	Introduction
2.	Chap 2 Supervised Learning	Supervised Learning
3.	Chap 3 Bayesian Decision Theory	Bayesian Decision Theory
4.	Chap 4 Parametric Methods	Parametric Methods
5.	Chap 5 Multivariate Methods	Multivariate Methods
6.	Chap 6 Dimensionality Reduction	Dimensionality Reduction
7.	Chap 6 Dimensionality Reduction_part1	Dimensionality Reduction_part1
8.	Chap 6 Dimensionality Reduction_part2	Dimensionality Reduction_part2
9.	Chap 7 Clustering	Clustering
10.	Chap 9 Decision Trees	Decision Trees
11.	Chap 10 Linear Discrimination	Linear Discrimination

Course Material
1.	Introduction to Neural Networks	Introduction to Neural Networks
2.	machine learning with shallow neural networks(1)	machine learning with shallow neural networks(1)
3.	machine learning with shallow neural networks(2)	machine learning with shallow neural networks(2)
4.	deep forward neural networks	deep forward neural networks
5.	teaching deep learners to generalize (1)	teaching deep learners to generalize (1)
6.	teaching deep learners to generalize (2)	teaching deep learners to generalize (2)
7.	recurrent neural networks (1)	recurrent neural networks (1)
8.	recurrent neural networks (2)	recurrent neural networks (2)
9.	convolutional neural networks	convolutional neural networks

Supervised Theses

Taiwan High Speed Rail