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INTELLIGENT CONTROL LAB
PROFESSOR
姚立德 教授 Prof. Leehter Yao
Information
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: | 電資學院 |
|---|---|---|
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: | 電機工程系 |
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: | 講座教授 |
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
Experiences
行政 Adminstration
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教育部代理部長
Acting Minister of Education
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(2018-2019) |
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教育部政務次長
Deputy Minister of Education
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(2017-2019) |
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國立臺北科技大學校長
President of National Taipei University of Technology
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(2011-2017) |
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國立科技大學校院協會理事長
Chairman, Association of National Universities of Technology
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(2013-2016) |
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行政院技職教育審議委員會委員
Member of Review Committee for National Technological and Vocational Education, Executive Yuan
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(2015-2017) |
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高等教育國際合作基金會董事、常務董事
Director, Managing Director of Board, Foundation of International Cooperation in Higher Education of Taiwan
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(2011 -2017) |
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中華工程教育學會理事、常務理事
Member, Executive Member of the Council, Institute of Engineering Education Taiwan
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(2014-present) |
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中國工程師學會理事
Member of the Council, Chinese Institute of Engineers
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(2014-2017) |
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中國電機工程學會理事
Member of the Council, The Chinese Institute of Electrical Engineering
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(2017-2018) |
產業 Industry
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(經濟部所屬)全國認證基金會董事
Director of Board, Taiwan Accreditation Foundation
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(2012-2014) |
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(經濟部所屬)車輛研究測試中心董事, 常務董事
Director, Managing Director of Board, Automotive Research and Testing Center
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(2012-2014, 2015-2018) |
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(經濟部所屬)金屬工業研究發展中心董事
Director of Board, Metal Industries Research and Development Center
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(2011-2013) |
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(經濟部所屬)工業技術研究院董事
Director of Board, Industrial Technology Research Institute
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(2013-2016) |
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經濟部技術處資訊/通訊/光電諮詢委員、召集人
Counselor to Ministry of Economic Affairs
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(2008-present) |
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經濟部能源局策略規畫小組召集人
Chairman, Strategic Planning Panel, Bureau of Energy, Ministry of Economic Affairs
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(2016-2017) |
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經濟部電機工程國家標準技術委員會委員
Member of Technical Committee, National Standards of Electrical Engineering, Ministry of Economic Affairs
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(2008-present) |
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經濟部業界科專及主導性新產品技術審查委員會委員
Member of Evaluation Committee for Technology Projects and Innovated New Products, Ministry of Economic Affairs
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(2011-present) |
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中華臺北亞太工程師監督委員會委員
Member of Supervisory Committee for ASEAN Engineers
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(2011-present) |
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經濟部投資審議委員會委員
Member of Review Committee for Investment, Ministry of Economic Affairs
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(2013-present) |
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經濟部深耕工業基礎技術委員會委員
Member of Technical Committee for National Industrial Foundation, Ministry of Economic Affairs
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(2013-present) |
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經濟部4G智慧城市專審會委員及主審
Member of Review Committee and Chief Referee for 4G Smart Cities, Ministry of Economic Affairs
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(2014-2018) |
學術榮譽 Academic Honors
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教育部大專校院產學合作獎
Academia and Industry Cooperation Award, Ministry of Education
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2000 |
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中國電機工程學會傑出電機工程教授獎
Distinguished Electrical Engineering Professor, The Chinese Institute of Electrical Engineering
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2008 |
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中國工程師學會傑出工程教授獎
Distinguished Engineering Professor, Chinese Institute of Engineers
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2010 |
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國際工程資產管理學會會士
Fellow, International Society of Engineering Asset Management
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2013 |
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俄羅斯國際工程院通訊院士
Corresponding Academician, Russian International Academy of Engineering
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2015 |
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國家磐石關懷獎章
National SME Care Medal
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2019 |
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一等教育專業獎章
First Grade Education Professional Medal
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2019 |
PUPBLICATIONS AND PROJECTS
Publications and Projects
Referred Journal Papers
International Conference Papers
National Conference Papers
Patents
Projects
RESEARCH AREAS
Artificial Intelligence
Deep Learning, Deep Reinforcement Learning, Time Series Prediction, Transfer Learning, Personal Re-identification, Pattern Recognition, AI on Embedded System.
Intelligent Control
Deep Learning, Deep Reinforcement Learning, Time Series Prediction, Transfer Learning, Personal Re-identification, Pattern Recognition, AI on Embedded System.
Smart Grid
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.
Energy Managements
Deep Learning, Deep Reinforcement Learning, Time Series Prediction, Transfer Learning, Personal Re-identification, Pattern Recognition, AI on Embedded System.
COURSES
| Course Material | |
|---|---|
| 1. | Chap 1 Introduction |
| 2. | Chap 2 Supervised Learning |
| 3. | Chap 3 Bayesian Decision Theory |
| 4. | Chap 4 Parametric Methods |
| 5. | Chap 5 Multivariate Methods |
| 6. | Chap 6 Dimensionality Reduction |
| 7. | Chap 6 Dimensionality Reduction_part1 |
| 8. | Chap 6 Dimensionality Reduction_part2 |
| 9. | Chap 7 Clustering |
| 10. | Chap 9 Decision Trees |
| 11. | Chap 10 Linear Discrimination |
| Course Material | |
|---|---|
| 1. | Introduction to Neural Networks |
| 2. | machine learning with shallow neural networks(1) |
| 3. | machine learning with shallow neural networks(2) |
| 4. | deep forward neural networks |
| 5. | teaching deep learners to generalize (1) |
| 6. | teaching deep learners to generalize (2) |
| 7. | recurrent neural networks (1) |
| 8. | recurrent neural networks (2) |
| 9. | convolutional neural networks |
SUPERVISED THESIS
Supervised Theses
National Taipei University of Technology 10608 臺北市忠孝東路三段一號 綜合科館 Lab314
Tel:(02)2771-2172 #2174 (Dept. of EE)
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