NYCU College of Eletrical and Computer Engineering 電機學院    NYCU Inst. Eletrical and Control Engineering 電控工程研究所    NYCU College of Biological Science & Technology 生物科技學院    中文 English 

柯立偉 教授

Prof. Li-Wei Ko

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聯絡方式:

  電子郵件  : lwko@nycu.edu.tw
  辦公室   : 工程五館734室
  辦公室電話 : (03)5712121 ext 54341
  實驗室   : 工程五館808室 神經工程實驗室
  實驗室電話 : (03)5712121 ext 54413

Contact:

  Email    : lwko@nycu.edu.tw
  Office    : EE734
  Office Phone : (03)5712121 ext 54341
  Lab     : EE808 Neural Engineering Lab
  Lab Phone  : (03)5712121 ext 54413


研究專長:

  神經工程
  腦機介面系統
  穿戴式裝置
  智慧醫療
  計算神經科學
  生醫訊號處理
  轉譯神經科學與臨床醫學
  人工智慧與機械學習於臨床資料探勘
  人工智慧與機械學習於生醫訊號處理
  神經網路與模糊類神經網路
  智慧型照護系統

Research Interests:

  Neural Engineering
  Brain Computer Interfaces
  Wireless Wearable Devices
  Smart Healthcare
  Computational Neuroscience
  Biomedical Signal Processing
  Translational Neuroscience and Clinical Medicine
  AI and Machine Learning for Medical Data Mining
  Artificial Intelligence and Machine Learning for Biomedical Signal Processing
  Neural Networks and Neuro-fuzzy Systems
  Intelligent Healthcare Systems


現職:

  國立陽明交通大學 副學務長,2023/08 -
  國立陽明交通大學電控工程研究所 教授,2022/08 -
  國立陽明交通大學數位醫學暨智慧醫療推動中心副主任,2018/12 -
  IEEE Transactions on Fuzzy Systems, Associate Editor, 2025/01 –
  IEEE ,SMC Society, Taipei Chapter, Chair, 2023/04 –
  IEEE Taipei Section 理事, 2023/02 –
  Associate Member, Swartz Center for Computational Neuroscience (SCCN), Institute for Neural Computation (INC), University of California San Diego (UCSD),2017/07 –

Current Position:

  Associate Vice President of Student Affairs, National Yang Ming Chiao Tung University, 2023/08 –
  Professor, Institute of Electrical and Control Engineering, National Yang Ming Chiao Tung University, 2022/08 –
  Associate Director, Digital Medicine and Smart Healthcare Research Center, National Yang Ming Chiao Tung University, 2018/12 –
  Associate Editor, IEEE Transactions on Fuzzy Systems, 2025/01 –
  Chair, IEEE SMC Society, Taipei Chapter, 2023/04 –
  Director, IEEE Taipei Section, 2023/02 –
  Associate Member, Swartz Center for Computational Neuroscience (SCCN), Institute for Neural Computation (INC), University of California San Diego (UCSD), 2017/07 –


經歷:

  1. 助理教授,國立交通大學生物科技學系,2012/02 – 2014/07
  2. 副教授,國立交通大學生物資訊及系統生物研究所,2014/08 – 2019/07
  3. 理事,臺灣認知神經科學學會,2017/01 – 2018/12
  4. 主審委員,新竹科學園區「跨業整合生醫躍進專案計畫」,2017/01 –
  5. 理事,臺灣認知神經科學學會,2023/02 – 2015/02
  6. 國立陽明交通大學跨領域神經科學博士學位學程 主任,2018/08 – 2022/07/31
  7. 國立陽明交通大學生物資訊及系統生物研究所 教授,2019/08 – 2022/07/31
  8. IEEE Taipei Section 副理事長, 2023/02 – 2025/01
  9. 合聘教授,高雄醫學大學新藥開發暨價創研究中心,2020/01 –
  10. 合聘教授,高雄醫學大學生物醫學暨環境生物學系,2022/02 – 2025/01
  11. 諮詢委員,國立陽明大學偏鄉智慧健康研究中心,2020/03 –
  12. 副主任,數位醫學暨智慧醫療研究中心,2022/05 –
  13. 指導專家學者顧問,台中榮民總醫院神經醫學中心,2022/07 –
  14. 諮議委員會委員,數位醫學暨智慧醫療研究中心,2022/04 –
  15. Postdoctoral Fellow, Swartz Center for Computational Neuroscience, Institute for Neural Computation, University of California San Diego (UCSD), 2008/01 – 2012/01

Experience:

  1. Assistant Professor, Department of Biological Science and Technology, National Chiao Tung University, Taiwan, 2012/02 – 2014/07
  2. Associate Professor, Institute of Bioinformatics and Systems Biology, National Chiao Tung University, Taiwan, 2014/08 – 2019/07
  3. Director, Taiwan Cognitive Neuroscience Society, 2017/01 – 2018/12
  4. Review Committee Member, Hsinchu Science Park "Cross-Industry Biomedical Advancement Project," 2017/01 –
  5. Director, Taiwan Cognitive Neuroscience Society, 2023/02 – 2015/02
  6. Director, Interdisciplinary Neuroscience Ph.D. Program, National Yang Ming Chiao Tung University, 2018/08 – 2022/07/31
  7. Professor, Institute of Bioinformatics and Systems Biology, National Yang Ming Chiao Tung University, Taiwan, 2019/08 – 2022/07/31
  8. Vice Chair, IEEE Taipei Section, 2023/02 – 2025/01
  9. Joint Professor, Center for Drug Development and Value Creation, Kaohsiung Medical University, 2020/01 –
  10. Joint Professor, Department of Biomedical and Environmental Biology, Kaohsiung Medical University, 2022/02 – 2025/01
  11. Consultant, Smart Healthcare Research Center, National Yang Ming University, 2020/03 –
  12. Vice Director, Digital Medicine and Smart Healthcare Research Center, 2022/05 –
  13. Expert Advisor, Neurology Center, Taichung Veterans General Hospital, 2022/07 –
  14. Advisory Committee Member, Digital Medicine and Smart Healthcare Research Center, 2022/04 –
  15. Postdoctoral Fellow, Swartz Center for Computational Neuroscience, Institute for Neural Computation, University of California San Diego (UCSD), 2008/01 – 2012/01


學歷:

  國立交通大學電機與控制工程研究所博士 (2004/09 - 2007/09)
  國立台中教育大學教育測驗統計研究所碩士 (2001/09 - 2004/06)
  國立中正大學數學系學士 (1997/09 - 2001/06)

Educational:

  Ph. D., Institute of Electrical and Control Engineering, National Chiao Tung University (2004/09 - 2007/09)
  M.A., Graduate Institute of Educational Measurement and Statistics, National Taichung University of Education (2001/09 - 2004/06)
  B.A., Department of Mathematics, National Chung Cheng University (1997/09 - 2001/06)

學術服務:

Academic Service:


Associate Editor, International Journal of Fuzzy Systems, (Impact Factor: 4.3, Rank: 24/81, Top 29.6% of AUTOMATION & CONTROL SYSTEMS), 2021/1 - 2027/01


Associate Editor, IEEE Transactions on Neural Systems & Rehabilitation Engineering, (IF= 4.9, Rank: 3/68, Top 4.41% of REHABILITATION), 2018/01– present, website: https://tnsre.embs.org/editorial-office/associate-editors/.


Associate Editor, Journal of Neuroscience and Neuroengineering, 2012/1 – present, website: http://www.aspbs.com/jnsne/.


Associate Editor, Archives of Gerontology and Geriatrics, 2021/4 - present, (IF=4.0, Rank:24/54, Top 44.4% of GERIATRICS & GERONTOLOGY)website: https://www.journals.elsevier.com/archives-of-gerontology-and-geriatrics


Associate Editor, Journal of Chinese Institute of Engineers (JCIE), 2022/4/11-present


Vice Chair, IEEE Taipei Section, 2023/05-present, website: http://www.ieee.org.tw/index.php?page=01-listb


Chair, IEEE ,Systems, Man, and Cybernetics Society, Taipei Chapter (SMC-28), 2023/04 – present


Chair, IEEE Computational Intelligence Society, Taipei Chapter (formerly Neural Network, CIS-11), 2019/01 – 2023/04, website: http://www.ieee.org.tw/index.php?page=04-list


Director (理事), Taiwan Society of Cognitive Neuroscience 臺灣認知神經科學學會, 2021-2022.


Associate Editor, IEEE Transactions on Neural Networks and Learning Systems, (IF=10.4, Rank: top 5.55% of COMPUTER SCIENCE, HARDWARE), 2010/1 – 2015/12.


Representative Director (常務理事), Taiwan Society of Cognitive Neuroscience 臺灣認知神經科學學會, 2019-2020.


Member of Society for Information Display (SID), 2019/1 – present


Guest Editor, International Journal of Fuzzy Systems, Special Issue “Innovative Fuzzy Systems for Ergonomics in Real-World Settings” (Impact Factor: 4.3, Rank: 24/81, Top 29.6% of AUTOMATION & CONTROL SYSTEMS), 2020/01-2021/12, website: https://www.springer.com/journal/40815/updates/18416406.


Director (理事), Taiwan Society of Cognitive Neuroscience 臺灣認知神經科學學會, 2017-2018.


Associate Editor, IEEE Transactions on Neural Networks (Impact Factor: 2.952, Rank: 1/50, Top 2% of Computer Science, Hardware & Architecture), 2010/1 –2011/12.


Associate Editor, IEEE Transactions on Neural Networks and Learning Systems, (Impact Factor: 4.291, Rank: 1/102, Top 0.98% of COMPUTER SCIENCE, THEORY & METHODS, SCI), 2012/1 – 2015/12.


Associate Editor, Journal of Neuroscience and Neuroengineering, 2012/1 – present, website: http://www.aspbs.com/jnsne/.


Editorial Board, ISRN Automotive Engineering, 2012/12 –2015/12, website: http://www.hindawi.com/isrn/auto.eng/editors/


Editorial Board in Computer Science, Scientific World Journal, 2013/09 – present, website: http://www.hindawi.com/journals/tswj/editors/computer.science/. (Impact Factor: 1.730, Rank: 13/56, Top 23.21%of Multidisciplinary Sciences)


Member, Neural Network Technical Committee (NNTC), 2010/1 – present


Member, Fuzzy Systems Technical Committee (FSTC), 2012/1 – present


IEEE Members, IEEE Circuits and Systems Society (CAS), IEEE Computational Intelligence Society (CIS), IEEE Engineering in Medicine and Biology Society (EMBS), and EEE Systems, Man, and Cybernetics Society (SMC).


Organizing Member, Control Engineering Program, National Science Council (NSC), Taiwan, 2009.


Technical Special Session Organizer/Chair of Science &Technologies for Healthcare and Medicine, the Fourth International Symposium on Medical Information and Communication Technology (ISMICT 2010), Taipei, Taiwan, March 22-25, 2010.


Special Sessions Co-chair of Advances in Computational Intelligence for Brain-Computer Interfaces and Cognitive Feedback I and II, 2010 IEEE World Congress on Computational Intelligence (WCCI 2010), Barcelona, Spain, July 18-23, 2010.


Session Chair of Bayesian Models and Statistical Machine Learning Methods II, 2010 IEEE World Congress on Computational Intelligence (WCCI 2010), Barcelona, Spain, July 18-23, 2010.


Program Committee Member, the 8th International Symposium on Neural Networks (ISNN2011), Guilin, China, May 29 – June 1, 2011.


Program Committee Member, IEEE Symposium on Computational Intelligence, Cognitive Algorithms, Mind, and Brain (CCMB 2011), Paris, France, April 11 – 15, 2011.


Program Committee Member, IEEE Symposium on Computational Intelligence, Cognitive Algorithms, Mind, and Brain (CCMB 2011), Paris, France, April 11 – 15, 2011.


Session Chair of Fuzzy Control and Intelligent Systems, 2011 IEEE International Conference on Fuzzy Systems (Fuzz-IEEE 2011), Taipei, Taiwan, June 27-30, 2011.


Chair of Invited Talk II: Prof. James Bezdek, 2011 IEEE International Conference on Fuzzy Systems (Fuzz-IEEE 2011), Taipei, Taiwan, June 27-30, 2011.


Chair of Invited Talk III: Prof. Jim Keller, 2011 IEEE International Conference on Fuzzy Systems (Fuzz-IEEE 2011), Taipei, Taiwan, June 27-30, 2011.


Program Committee Member,2011 International Joint Conference on Neural Networks(IJCNN 2011), San Jose, California, USA, July 31 - August 5, 2011.


Session Chair of Financial Applications, 2011 International Joint Conference on Neural Networks(IJCNN 2011), San Jose, California, USA, July 31 - August 5, 2011.


Session Chair of Bioinformatics and Biomedical Applications, 2011 International Joint Conference on Neural Networks(IJCNN 2011), San Jose, California, USA, July 31 - August 5, 2011.


Technical Program Committee Member, Sensor Networks and Telecare Systems Session, 2011 Symposium on Engineering, Medicine and Biology Applications(SEMBA 2011), Kaohsiung, Taiwan, July 8 – 10, 2011.


Technical Program Committee Member, 2012 Symposium on Engineering, Medicine and Biology Applications(SEMBA 2012) and International Workshop on Bio-inspired Systems and Prosthetic Devices, Hsinchu, Taiwan, February 11 – 13, 2012.


Special Session Chair, Special Session on Computational Intelligence In Brain Computer Interface (Hybrid Session), 2012 IEEE World Congress on Computational Intelligence (WCCI 2012), Brisbane, Australia, June 10 - 15, 2012.


Program Committee Member, 2012 International Conference on Brain Inspired Cognitive Systems (BICS 2012), Shenyang, China, July 11-14, 2012.


Technical Program Committee Member, 2013 Symposium on Engineering, Medicine and Biology Applications(SEMBA 2013), Evergreen Plaza Hotel, Tainan, Taiwan, February 1 – 3, 2013.


Program Committee Member, 2013 IEEE Symposium on Computational Intelligence, Cognitive Algorithms, Mind, and Brain (CCMB 2013) in 2013 IEEE Symposium Series on Computational Intelligence (SSCI 2013), Singapore, April 16 –19, 2013.


Special Session Chair, Special Session on Computational Intelligence in Biomedical Engineering, 2013 IEEE International Conference on Fuzzy Systems(Fuzz-IEEE 2013), Hyderabad, India, July 7-10, 2013.


Program Committee Member, 2013 International Joint Conference on Neural Networks(IJCNN 2013), Dallas, Texas, USA, August4 - August 9, 2013.


Technical Program Committee Member, 2014 Symposium on Engineering, Medicine and Biology Applications(SEMBA 2014), the Grand Hotel, Taipei, Taiwan, January 17 – 19, 2014.


Technical Program Committee Member, 2014 International Joint Conference on Neural Networks(IJCNN 2014) of 2014 IEEE World Congress on Computational Intelligence (WCCI 2014), Beijing, China, July 6 – July 11, 2014.


Program Committee Member, 2014 IEEE International Conference on Fuzzy Systems (Fuzz-IEEE 2014) of 2014 IEEE World Congress on Computational Intelligence (WCCI 2014), Beijing, China, July 6 – July 11, 2014.


Website Chair (Organizing Committee), 2014 IEEE Symposium Series on Computational Intelligence (IEEE SSCI 2014), Orlando, Florida, USA, December 9-12, 2014.


Program Committee Member, 6th International Conference on Fuzzy Computation Theory and Applications (FCTA 2014), Rome, Italy, October 22-24, 2014.


Program Committee Member, 2014 (6th) International Conference on Soft Computing and pattern recognition (SoCPaR 2014), Tunis, Tunisia, August 11-14, 2014.


Program Committee Member, 2014 (4th) World Congress on Information and Communication Technology (WICT 2014), Malacca, Malaysia, December 8-11, 2014.


Program Committee Member, 2015 International Joint Conference on Neural Networks (IJCNN 2015), Killarney, Ireland, July 12-17, 2015.


Program Committee Member, 2015 7th International Conference on Fuzzy Computation Theory and Applications (FCTA 2015), Lisbon, Portugal, November 12-14, 2015.


Special Session Organizing Co-Chair, Computational Intelligence in Biomedical Engineering, 2015 Conference on Technologies and Applications of Artificial Intelligence (TAAI 2015), Tainan, Taiwan, November 20-22, 2015.


Organizing Committee Member, 2015 IEEE Conference on Computational Intelligence and Games (CIG2015), Tainan, Taiwan, August 31-September 2, 2015.

榮譽得獎:

Honors and Awards:


2025 Best AI Awards 智慧創新大賞 佳作 Title:腦機互動生成式偏頭痛 MIG.GPT機器人 Authors:周俞廷、宋庭萱、林柏翰、朱軒儀、張溍淮、何聰穎、柯立偉

2025 Best AI Awards – Honorable Mention Title: BCI Interactive Generative Migraine MIG.GPT Robot Authors: Yu-Ting Chou, Ting-Hsuan Sung, Po-Han Lin, Hsuan-Yi Chu, Chin-Huai Chang, Tsung-Ying Ho, Li-Wei Ko


2025 National Symposium on System Science and Engineering 特別議程最佳論文簡報獎 Title:An EEG-Based Machine Learning Framework for Impulsivity Severity Assessment in Children with ADHD Authors:鄭育奇、王亮人、柯立偉

2025 National Symposium on System Science and Engineering – Best Special Session Presentation Award Title: An EEG-Based Machine Learning Framework for Impulsivity Severity Assessment in Children with ADHD Authors: Yu-Chi Cheng, Liang-Jen Wang, Li-Wei Ko


2025臺灣認知神經科學學會年會曁學術研討會學生優秀論文競賽 佳作獎 Title:EEG fMRI Fusion for a Multimodal Data Platform Connectivity analysis in Human Somatosensory Sensitivity Authors:Syuan-Yi Chu, Shuu-Jiun Wang, Li-Wei Ko

2025 Annual Meeting of the Taiwan Society for Cognitive Neuroscience – Student Excellent Paper Award (Honorable Mention) Title: EEG-fMRI Fusion for a Multimodal Data Platform: Connectivity Analysis in Human Somatosensory Sensitivity Authors: Syuan-Yi Chu, Shuu-Jiun Wang, Li-Wei Ko


2024 第一屆 NYCU Dataverse 數據賦能研究創新應用競賽_NYCU_NELab 優選獎 Title:Decoding Human Somatosensory Sensitivity Through Resting EEG and Behavioral Analysis: A Multimodal Fusion Approach Authors:Hao-Yuan Lin, Syuan-Yi Chu, Yu-Hao Huang, Shuu-Jiun Wang, Li-Wei Ko

2024 1st NYCU Dataverse Research Innovation Application Competition – NELab Excellent Award Title: Decoding Human Somatosensory Sensitivity Through Resting EEG and Behavioral Analysis: A Multimodal Fusion Approach Authors: Hao-Yuan Lin, Syuan-Yi Chu, Yu-Hao Huang, Shuu-Jiun Wang, Li-Wei Ko


第一屆 NYCU Dataverse 數據賦能研究創新應用競賽_NYCU_NEL_sleep 優選獎 Title:Extracting Stress-Related EEG Patterns from Pre-Sleep EEG for Forecasting Slow-Wave Sleep Deficiency Authors:Cheng-Hua Su, Li-Wei Ko, Tzyy-Ping Jung, Shey-Cherng Tzou, Jia-Chi Juang, and Chung-Yao Hsu

1st NYCU Dataverse Research Innovation Application Competition – NEL_sleep Excellent Award Title: Extracting Stress-Related EEG Patterns from Pre-Sleep EEG for Forecasting Slow-Wave Sleep Deficiency Authors: Cheng-Hua Su, Li-Wei Ko, Tzyy-Ping Jung, Shey-Cherng Tzou, Jia-Chi Juang, Chung-Yao Hsu


FUZZY 2024 最佳論文獎 佳作 Paper Title:A Migraine Phase Classification System based on Fuzzy Entropy and Power Spectral Density from Open and Close Eyes EEG Authors:Chang-Yi Tsai、Ting-Hsuan Sung、Shuu-Jiun Wang、Yen-Feng Wang、Tzyy-Ping Jung 、 Li-Wei Ko*

FUZZY 2024 Best Paper Award – Honorable Mention Paper Title: A Migraine Phase Classification System Based on Fuzzy Entropy and Power Spectral Density from Open and Closed Eyes EEG Authors: Chang-Yi Tsai, Ting-Hsuan Sung, Shuu-Jiun Wang, Yen-Feng Wang, Tzyy-Ping Jung, Li-Wei Ko*


2024 台灣創新技術博覽會發明競賽 金牌獎 Authors:柯立偉、陳怡君、黃意文、林若瑋、范佐謙、張智豪、張揚

2024 Taiwan Innotech Expo – Gold Medal in Invention Competition Authors: Li-Wei Ko, I-Chun Chen, I-Wen Huang, Juo-Wei Lin, Tso-Chien Fan, Chih-Hao Chang, Yang Chang


2024 iFuzzy 最佳報告論文獎 Paper Title:Enhancing Upper Limb Rehabilitation with the High fidelity Simulation EEG Gaming Arm Ergometer System Authors:Chen, C. H., Wang, C. C., Chi, K. C., Cheng, H., L. W. Ko*., & Chen, C. H*

2024 iFuzzy Best Presentation Paper Award Paper Title: Enhancing Upper Limb Rehabilitation with the High-Fidelity Simulation EEG Gaming Arm Ergometer System Authors: Chen, C. H., Wang, C. C., Chi, K. C., Cheng, H., L. W. Ko*, & Chen, C. H.*


2024-2027 科技部國際年輕傑出學者研究計畫 研究計畫:GPT 輔助腦機控制可穿戴外骨骼開發運用於居家長期中風復健訓練

2024–2027 NSTC International Young Scholar Research Project Project: GPT-Assisted BCI-Controlled Wearable Exoskeleton for Long-Term Home Stroke Rehabilitation


擔任 IEEE CIS Taipei Chapter Chair 於 2024 年 6 月獲 IEEE Computational Intelligence Society Outstanding Chapter Award(於 2024 IEEE WCCI 大會領獎)

As Chair of IEEE CIS Taipei Chapter, awarded the IEEE Computational Intelligence Society Outstanding Chapter Award (received at 2024 IEEE WCCI)


擔任 IEEE CIS Taipei Chapter Chair 於 2023 年 1 月獲 IEEE Taipei Section Outstanding Chapter Award

As Chair of IEEE CIS Taipei Chapter, awarded the IEEE Taipei Section Outstanding Chapter Award in January 2023


2024 鴻海科技獎 Paper Title: Temporal alpha dissimilarity of ADHD brain network in comparison with CPT and CATA Authors: Jo-Wei Lin, Zuo-Cian Fan, Shey-Cherng Tzou, Liang-Jen Wang, Li-Wei Ko*

2024 Foxconn Technology Award Paper Title: Temporal Alpha Dissimilarity of ADHD Brain Network in Comparison with CPT and CATA Authors: Jo-Wei Lin, Zuo-Cian Fan, Shey-Cherng Tzou, Liang-Jen Wang, Li-Wei Ko*


2023 IEEE Taipei Section 碩士論文獎 Paper Title:Development of Instantaneous Energy based Cutoff Automation Mechanism (CAM) for enhancing Artifact Removal Performance of Adaptive Artifact Subspace Reconstruction Authors:Chih-Wei Lu, Li-Wei Ko* and Tzou, Shey-Cherng

2023 IEEE Taipei Section Master's Thesis Award Paper Title: Development of Instantaneous Energy Based Cutoff Automation Mechanism (CAM) for Enhancing Artifact Removal Performance of Adaptive Artifact Subspace Reconstruction Authors: Chih-Wei Lu, Li-Wei Ko*, Shey-Cherng Tzou


2023 TFSA 碩士論文獎 佳作 Paper Title:Development of an EEG-based inattentiveness severity estimation system in children with ADHD Authors:黃意文 and Li-Wei Ko*

2023 TFSA Master’s Thesis Award – Honorable Mention Paper Title: Development of an EEG-Based Inattentiveness Severity Estimation System in Children with ADHD Authors: I-Wen Huang, Li-Wei Ko*


2023 TFSA 碩士論文獎 佳作 Paper Title:Development of Instantaneous Energy based Cutoff Automation Mechanism (CAM) for enhancing Artifact Removal Performance of Adaptive Artifact Subspace Reconstruction Authors:呂致威 and Li-Wei Ko*

2023 TFSA Master’s Thesis Award – Honorable Mention Paper Title: Development of Instantaneous Energy Based Cutoff Automation Mechanism (CAM) for Enhancing Artifact Removal Performance of Adaptive Artifact Subspace Reconstruction Authors: Chih-Wei Lu, Li-Wei Ko*


2023 CACS 碩士論文獎 佳作 Paper Title:基於新型大腦拓樸圖卷積與人腦認知之多模態外骨骼機介面系統於下肢中風復健 (A Novel Brain Topology-map Convolution and Human Cognition-based Multi-Modality Exoskeleton BCI System for Lower-limbs Stroke Rehabilitation) Authors:蘇楷翔 and Li-Wei Ko*

2023 CACS Master’s Thesis Award – Honorable Mention Paper Title: A Novel Brain Topology-Map Convolution and Human Cognition-Based Multi-Modality Exoskeleton BCI System for Lower-Limb Stroke Rehabilitation Authors: Kai-Hsiang Su, Li-Wei Ko*


2023 International Conference on Fuzzy Theory and Its Applications (iFUZZY) Best Student Paper Award 第一名 Paper Title:Complexity Analysis based on Parietal Fuzzy Entropy to Facilitate ADHD Diagnosis in Young Children Authors:柯立偉、黃意文、鄭育奇、陳怡君

2023 International Conference on Fuzzy Theory and Its Applications (iFUZZY) – Best Student Paper Award (First Prize) Paper Title: Complexity Analysis Based on Parietal Fuzzy Entropy to Facilitate ADHD Diagnosis in Young Children Authors: Li-Wei Ko, I-Wen Huang, Yu-Chi Cheng, I-Chun Chen


2023 第二十三屆旺宏金矽獎-半導體設計與應用大賽 銅獎 團隊:柯立偉、林若瑋、黃意文、鄭育奇、趙冠瑋 參與技術名稱:腦神經動態學習機制之雲端ADHD輔助診斷系統

2023 The 23rd Macronix Golden Silicon Award - Bronze Award Team: Li-Wei Ko, Juo-Wei Lin, I-Wen Huang, Yu-Chi Cheng, Kuan-Wei Chao Technology: Cloud-Based ADHD Diagnosis System with Neurodynamic Learning Mechanism


2023 National Symposium on System Science and Engineering 佳作 Paper Title:Identifying Somatosensory Sensitivity Phenotypes by Utilizing Unsupervised Learning in Qualitative Sensory Test Authors : 柯立偉、王署君、朱軒儀 、林浩緣 、潘俐伶、何聰穎、蘇政華

2023 National Symposium on System Science and Engineering – Honorable Mention Paper Title: Identifying Somatosensory Sensitivity Phenotypes by Utilizing Unsupervised Learning in Qualitative Sensory Test Authors: Li-Wei Ko, Shu-Chun Wang, Hsuan-Yi Chu, Hao-Yuan Lin, Li-Ling Pan, Tsung-Ying Ho, Cheng-Hua Su


2022 IEEE CIS STUDENT HACKATHON 佳作 團隊:柯立偉、彭俊仁、張洛凡、蘇楷翔、呂霈欣、陳喬欣、張溍淮 參與技術名稱:Mobile Brain-Controlled Exoskeleton for post-stroke rehabilitation

2022 IEEE CIS Student Hackathon – Honorable Mention Team: Li-Wei Ko, Chun-Jen Peng, Lo-Fan Chang, Kai-Hsiang Su, Pei-Hsin Lu, Chiao-Hsin Chen, Chin-Huai Chang Technology: Mobile Brain-Controlled Exoskeleton for Post-Stroke Rehabilitation


2022 IEEE Taipei Section 博士論文獎 Paper Title:Developing a Wearable Physiological State Monitoring System for Assistive Diagnosis of ADHD Authors:Chang Yang and Li-Wei Ko*

2022 IEEE Taipei Section Ph.D. Dissertation Award Paper Title: Developing a Wearable Physiological State Monitoring System for Assistive Diagnosis of ADHD Authors: Yang Chang and Li-Wei Ko*


2022 IEEE Taipei Section 碩士論文獎 Paper Title:Decoding human somatosensory sensitivity through resting EEG and behavior analysis: a multi-modal fusion system Authors:Hao-Yuan Lin and Li-Wei Ko*

2022 IEEE Taipei Section M.S. Thesis Award Paper Title: Decoding Human Somatosensory Sensitivity Through Resting EEG and Behavior Analysis: A Multi-Modal Fusion System Authors: Hao-Yuan Lin and Li-Wei Ko*


第32屆台中教育大學傑出校友

32nd Outstanding Alumni Award, National Taichung University of Education


2022 IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING (TNSRE)肯定投稿之學術論文

2022 Academic Paper Recognized by IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE)


2022 Elsevier 出版社全球前2%科學家( single recent year dataset排名153821/200409 )

2022 Elsevier Top 2% Scientists Worldwide (single recent year dataset, ranked 153,821 out of 200,409)


2022中華民國自動控制學會青年自動控制工程獎

2022 CACS Young Automatic Control Engineering Award


2022 ICSSE Best student paper award (First prize), 2022 International Conference on System Science and Engineering Paper Title:Fuzzy Entropy based Complexity Analysis for Target Classification during Hybrid BCI Paradigm Authors: DSV Sankar and Li-Wei Ko*

ICSSE 2022 Best Student Paper Award (First Prize) Paper Title: Fuzzy Entropy Based Complexity Analysis for Target Classification During Hybrid BCI Paradigm Authors: DSV Sankar and Li-Wei Ko*


111年陽明交大生科院聯合生物醫學嶄新學術研討會/第二名 Paper Title:Optimal EEG Data Segmentation in LSTM Networks for Learning Neural Dynamics of ADHD in Children Authors:I-Wen Huang,Yang Chang,Li-Wei Ko

2nd Place, 2022 NYCU College of Life Sciences Biomedical Research Symposium Paper Title: Optimal EEG Data Segmentation in LSTM Networks for Learning Neural Dynamics of ADHD in Children Authors: I-Wen Huang, Yang Chang, Li-Wei Ko


111年陽明交大生科院聯合生物醫學嶄新學術研討會/佳作 Paper Title:Mind-Controlled Drone Authors:Pei-Shin Lu, Li-Wei Ko

Honorable Mention, 2022 NYCU College of Life Sciences Biomedical Research Symposium Paper Title: Mind-Controlled Drone Authors: Pei-Shin Lu, Li-Wei Ko


2021國家新創獎,學研新創獎 團隊:林奇宏、柯立偉、鄭文皇、帥宏翰、萬長霖、黃彥允、黃仁暐、童可爲、張揚 參與技術名稱:防疫聯合開發口罩人臉辨識暨雙重驗證實聯制系統設計

2021 National Innovation Award, Academic Research Innovation Category Team: Chi-Hung Lin, Li-Wei Ko, Wen-Huang Cheng, Hong-Han Shuai, Chang-Lin Wan, Yen-Yun Huang, Jen-Wei Huang, Ke-Wei Tung, Yang Chang Technology: Face Recognition and Dual Authentication Contact Tracing System for Pandemic Prevention


2021國家新創獎精進續獎 團隊:柯立偉、張揚、陳怡君、王亮人、林若瑋、范佐謙、李怡萱、張智豪、呂紹瑋、林達雄 參與技術名稱:智慧型注意力不足過動症早期預警平台

2021 National Innovation Award, Excellence Follow-up Award Team: Li-Wei Ko, Yang Chang, I-Chun Chen, Liang-Jen Wang, Juo-Wei Lin, Tso-Chien Fan, Yi-Hsuan Lee, Chih-Hao Chang, Shao-Wei Lu, Da-Hsiung Lin Technology: Intelligent Early Warning Platform for Attention Deficit Hyperactivity Disorder (ADHD)


2021國家新創獎精進續獎 團隊:陳嘉炘、李聯旺、柯立偉、陳怡媜、蔣欣翰、盧奕辰、張洛凡 作品名稱:腦機介面調控擴增實境複合活動式步行訓練外骨骼機器人

2021 National Innovation Award, Excellence Follow-up Award Team: Chia-Hsin Chen, Lien-Wang Lee, Li-Wei Ko, Yi-Chen Chen, Hsin-Han Chiang, Yi-Chen Lu, Lo-Fan Chang Project: BCI-Controlled Augmented Reality Hybrid Walking Exoskeleton


2021未來科技獎 團隊:柯立偉、王署君、賴冠霖、何聰穎、吳侑奇、陳世彬、廖珮倫、蔡博宇 參與技術名稱:智慧型偏頭痛預警及神經電刺激輔助治療系統

2021 Future Tech Award Team: Li-Wei Ko, Shu-Chun Wang, Kuan-Lin Lai, Tsung-Ying Ho, Yu-Chi Wu, Shih-Pin Chen, Pei-Lun Liao, Po-Yu Tsai Technology: Intelligent Migraine Prediction and Neurostimulation-Assisted Therapy System


TFSA中華民國模糊學會第十四屆傑出青年獎

14th TFSA Outstanding Youth Award, Taiwan Fuzzy Systems Association


2020年(第17屆)國家新創獎,臨床新創獎 團隊:陳嘉炘、柯立偉、胡惠文、陳怡媜、盧奕辰、張洛凡、楊仲豪、黃宥嘉 作品名稱:腦波控制之智慧型下肢復健機器人之研發與臨床試驗

2020 (17th) National Innovation Award – Clinical Innovation Category Team: Chia-Hsin Chen, Li-Wei Ko, Hui-Wen Hu, Yi-Chen Chen, Yi-Chen Lu, Lo-Fan Chang, Chung-Hao Yang, Yu-Chia Huang Project: Development and Clinical Trial of BCI-Controlled Smart Lower Limb Rehabilitation Robot


2020年(第17屆)國家新創獎,學研新創組 團隊:柯立偉、張智豪、陳怡君、張揚、呂紹瑋、范佐謙、林達雄 作品名稱:智慧型注意力不足過動症早期預警平台

2020 (17th) National Innovation Award – Academic Research Innovation Category Team: Li-Wei Ko, Chih-Hao Chang, I-Chun Chen, Yang Chang, Shao-Wei Lu, Tso-Chien Fan, Da-Hsiung Lin Project: Intelligent Early Warning Platform for ADHD


Best paper award (3rd place), 2020 International Conference on Fuzzy Theory and Its Applications Paper Title:Prediction of Human Inhibition using EEG Power Spectrum: An Inter-and Intra-Subject Variability Authors:Rupesh Kumar Chikara, Li-Wei Ko

Best Paper Award (3rd Place), 2020 International Conference on Fuzzy Theory and Its Applications Paper Title: Prediction of Human Inhibition Using EEG Power Spectrum: An Inter- and Intra-Subject Variability Authors: Rupesh Kumar Chikara, Li-Wei Ko


Best student paper award (2nd place), 2020 International Conference on Fuzzy Theory and Its Applications Paper Title:Distinguishing EEG Connectivity of Lower Limbs Motor Imagery Using Machine Learning Authors:Chun-Ren Phang, Li-Wei Ko

Best Student Paper Award (2nd Place), 2020 International Conference on Fuzzy Theory and Its Applications Paper Title: Distinguishing EEG Connectivity of Lower Limbs Motor Imagery Using Machine Learning Authors: Chun-Ren Phang, Li-Wei Ko


最佳人氣獎,陽明交大生物科技與藥物研討會 Paper Title:Intelligent machine learning system of EEG features prescreening ADHD symptoms with Kiddie Continuous Performance Test in preschool-age children Authors:Chih-Hao Chang, I-Chun Chen, Yang Chang, Li-Wei Ko

Most Popular Award, NYCU Biomedical and Pharmaceutical Symposium Paper Title: Intelligent Machine Learning System of EEG Features Prescreening ADHD Symptoms with Kiddie Continuous Performance Test in Preschool-Age Children Authors: Chih-Hao Chang, I-Chun Chen, Yang Chang, Li-Wei Ko


Certification of appreciation, 2020 International Conference on Fuzzy Theory and Its Applications (iFUZZY 2020)

Certificate of Appreciation, 2020 International Conference on Fuzzy Theory and Its Applications (iFUZZY 2020)


主辦中華民國第二十八屆模糊理論及其應用研討會貢獻殊偉

Significant Contribution in Organizing the 28th Conference on Fuzzy Theory and Its Applications, Taiwan


2019年(第16屆)國家新創獎,臨床新創組 團隊:柯立偉、陳嘉炘、陳怡媜、張惟喬、游昆翰、彭俊仁 作品名稱:新世代下肢復健系統:整合擴增實境與功能性電刺激之神經復健腦機介面

2019 (16th) National Innovation Award – Clinical Innovation Category Team: Li-Wei Ko, Chia-Hsin Chen, Yi-Chen Chen, Wei-Chiao Chang, Kun-Han You, Chun-Jen Peng Project: Next-Generation Lower Limb Rehabilitation System Integrating AR and Functional Electrical Stimulation with Neural Rehabilitation BCI


最佳人氣獎,陽明交大生物科技與藥物研討會 Paper Title:Intelligent machine learning system of EEG features prescreening ADHD symptoms with Kiddie Continuous Performance Test in preschool-age children Authors:Chih-Hao Chang, I-Chun Chen, Yang Chang, Li-Wei Ko

Most Popular Award, NYCU Biomedical and Pharmaceutical Symposium Paper Title: Intelligent Machine Learning System of EEG Features Prescreening ADHD Symptoms with Kiddie Continuous Performance Test in Preschool-Age Children Authors: Chih-Hao Chang, I-Chun Chen, Yang Chang, Li-Wei Ko


Distinguished Paper Award, Expanded Distinguished Paper of Display Week 2019 Paper Title:EEG Analysis of Mixed Reality Music Rehabilitation System for Post-Stroke Lower Limb Therapy Authors:Wei-Chiao Chang, Li-Wei Ko, Kuen-Han Yu, Yu-Chun Ho, Chia-Hsin Chen, Yuh-Jyh Jong and Yi-Pai Huang

Distinguished Paper Award, Expanded Distinguished Paper of Display Week 2019 Paper Title: EEG Analysis of Mixed Reality Music Rehabilitation System for Post-Stroke Lower Limb Therapy Authors: Wei-Chiao Chang, Li-Wei Ko, Kuen-Han Yu, Yu-Chun Ho, Chia-Hsin Chen, Yuh-Jyh Jong, Yi-Pai Huang


2017年參與科技部未來科技展,榮獲未來科技突破獎 團隊:C. S. Lee, M. H. Wang, L. W. Ko, N. Kubota, L. A. Lin, S. Kitaoka, Y. T. Wang, and S. F. Su 作品名稱:智慧IRT機器人與人類融合腦機介面技術於創新教育與學習應用

Future Tech Breakthrough Award, MOST Future Tech Exhibition 2017 Team: C. S. Lee, M. H. Wang, L. W. Ko, N. Kubota, L. A. Lin, S. Kitaoka, Y. T. Wang, S. F. Su Project: Intelligent IRT Robot and Human-Integrated Brain-Computer Interface Technology for Innovative Education and Learning Applications


106年度(2017)「我是運動教育部體育署創業家」創新創業競賽【創業組】佳作 團隊:Shooting Star投籃之星(陳忠強、柯立偉、廖俊凱、宋祖文) 作品名稱:穿戴式智慧型投籃輔助器

2017 MOE Sports Administration "I Am an Entrepreneur" Innovation Competition – Honorable Mention (Startup Group) Team: Shooting Star (Chung-Chiang Chen, Li-Wei Ko, Chun-Kai Liao, Tsu-Wen Sung) Project: Wearable Smart Basketball Shooting Assistant


106年度(2017)指導碩士生獲光寶創新獎技術組銅賞 團隊:張惟喬、鄒恆安、柯立偉(指導教授) 作品名稱:腦波數位戰士

2017 Lite-On Innovation Award – Technical Category, Bronze Award (Advisor) Team: Wei-Chiao Chang, Heng-An Tsou, Advisor: Li-Wei Ko Project: EEG Digital Warrior


2016年受國防部表揚並受頒獎牌乙幀,為參加2015美國「模式模擬教育訓練年會(I/ITSEC)」 論文發表獲優良著作。 Paper Title: Soldier Physiological Changes of Shooting Performance in the Tank Simulator Authors: L. W. Ko, P. W. Lai, Y. C. Shih, S. C. Lin, M. S. Yang, C. T. Lin, and I. C. Chang

Commended by the Ministry of National Defense in 2016 for Excellence in Paper Presentation at the 2015 U.S. I/ITSEC Paper Title: Soldier Physiological Changes of Shooting Performance in the Tank Simulator Authors: L. W. Ko, P. W. Lai, Y. C. Shih, S. C. Lin, M. S. Yang, C. T. Lin, I. C. Chang


  指導碩士生參加104學年度生物科技壁報競賽,獲最佳產業淺力獎。 主題: 微型無線生命徵象監測系統於臨床應用, 作者: 林柏凱, 柯立偉, 林達雄, 鄭涵菁

Best Market Potential Award, Scientific Poster Competition 2015, Paper Title :Miniaturized wireless vital sign monitoring system in clinical applications, Authors: Bo-Kai Lin, Li-Wei Ko, Dar-Shong Lin, Tzu-Yu Kuo, Han-Chin Cheng.


  指導碩士生參加104學年度生醫工程論壇競賽,獲團體組第一名。 主題: 用身體去戰鬥!! 結合手勢辨識與骨架追蹤之虛擬實境遊戲, 成員: 郭姿妤、吳文馨、趙子揚

Bio Engineering Project Competition 2015, N.C.T.U. Title: Fight with Your Body!! The Virtual Reality Game Combined Gestures Recognition and Skeleteon Tracking Authors: Tzu-Yu Kuo,Wen-Hsin Wu, Tz-Yang Chao.


  第15屆旺宏金矽獎半導體設計與應用大賽,應用組評審團銅獎。 作品: 用身體去戰鬥!結合手勢辨識與骨架追蹤之虛擬實境遊戲, 團隊: 未來遊戲實驗室(趙子揚、郭姿妤、蔡孟庭、陳映全)

Application Group Bronze Medal, Golden Silicon Award 2015, Title: Fight with Your Body!! The Virtual Reality Game Combined Gestures Recognition and Skeleteon Tracking Team: Tz-Yang Chao, Tzu-Yu Kuo, M.T.Tsai、Y.C.Chen


  指導碩士生參加103學年度生物科技壁報競賽,獲最佳人氣獎。 標題: 智慧芳香舒眠系統 作者: 楊孟洵、黃志勝、楊文宇、柯立偉

Most Popular Award, Scientific Poster Competition 2014, Paper Title: An Olfactory Stimulus during Sleep Improve Sleep Quality Authors: Meng-Hsun Yang, Chih-Sheng Huang, Wen-Yu Yang, Li-Wei Ko


  指導專題生參加103學年度大學部專題競賽,獲得專題競賽特優獎。 主題: 用身體去戰鬥!! 結合手勢辨識與骨架追蹤之虛擬實境遊戲, 成員: 趙子揚,柯立偉(指導教授)

Undergraduate Project Competition Competition 2014, College of Computer Science, N.C.T.U. , Topic: Fight with Your Body!! The Virtual Reality Game Combined Gestures Recognition and Skeleteon Tracking Team: Tz-Yang Chao, Dr. Li-Wei Ko


  2014 SIGCHI Best of CHI Honorable Mention Award of CHI (The ACM CHI Conference on Human Factors in Computing Systems is the premier international conference of Human-Computer Interaction.) 作者: Yi-Chieh Lee, Wen-Chieh Lin, Jung-Tai King, Li-Wei Ko, Yu-Ting Huang, Fu-Yin Cherng 論文主題: An EEG-based Approach for Evaluating Audio Notifications under Ambient Sounds

2014 SIGCHI Best of CHI Honorable Mention Award of CHI (The ACM CHI Conference on Human Factors in Computing Systems is the premier international conference of Human-Computer Interaction.) Authors: Yi-Chieh Lee, Wen-Chieh Lin, Jung-Tai King, Li-Wei Ko, Yu-Ting Huang, Fu-Yin Cherng Paper Title: An EEG-based Approach for Evaluating Audio Notifications under Ambient Sounds


  2013年生物醫學工程科技研討會學生壁報發表競賽優等, 以共同空間模式方法做廣泛用途的移動想像腦機介面之最佳化控制, 作者: 林詩川,宋孟學,柯立偉

Excellent Poster Award, Annual Symposium on Biomedical Engineering and Technology. , Paper Title: Optimized MI-based BCI control for general uses with CSP method Authors: Shih-Chuan Lin, Meng-Shue Song, Li-Wei Ko


  第13屆旺宏金矽獎半導體設計與應用大賽,應用組銀牌獎,並獲最佳指導教授獎。 標題: 智慧芳香舒眠系統, 指導教授: 林進燈,柯立偉, 團隊: 睡眠工作坊 (黃志勝,楊文宇,湯惟中,楊孟珣)

Best advisor award and silver medal award, Golden Silicon Award 2013. , Title: Super Smart Sweet-Scented Sleep System Advisor: Chin-Teng Lin, Li-Wei Ko, Authors: Chih-Sheng Huang, Wen-Yu Yang,Wei-Zhong Tung, Meng-Hsun Yang


  中國工業工程學會『2011兩岸工業工程與管理學術研討會』論文競賽,優等。 標題: Evaluating of Drivers Workload: Dual-Task Studies of Simulated Driving and Answering Math Questions, 作者: 林進燈,陳世安,柯立偉, 邱添丁

Excellence Award, Both Side Across the Strait Engineering and Management Conference 2011 , Paper Title: Evaluating of Drivers Workload: Dual-Task Studies of Simulated Driving and Answering Math Questions, Authors: Chin-Teng Lin, Shi-An Chen, Li-Wei Ko, Tien-Ting Chiu.


 國際服務與互動機器人研討會最佳學生論文獎(SIRCon), 2011. 作者: 李旭恩, Wen-Chi Wang, 呂紹瑋, 柯立偉

The Best Student Paper Award of the International conference on Service and Interactive Robotics (SIRCon), 2011. Authors: Hsu-En Lee, Wen-Chi Wang, Shao-Wei Lu, and Li-Wei Ko


  中華醫學工程學刊年度最佳論文獎, 2010, 主題: EEG-based Brain-Computer Interface for Smart Living Environmental Auto-adjustment, 作者: C. T. Lin, F. C. Lin, S. A. Chen, S. W. Lu, T. C. Chen and L. W. Ko*

Best Annual Paper Award of the Journal of Medical and Biology Engineering, 2010. , Paper Title: EEG-based Brain-Computer Interface for Smart Living Environmental Auto-adjustment, Authors: C. T. Lin, F. C. Lin, S. A. Chen, S. W. Lu, T. C. Chen and L. W. Ko*


  Third Prize Paper Award, the 6th Executive Achievements Workshop of VGH-UST Research Projects, 2010. , 標題: Development of Wireless Brain Computer Interface with Embedded Multitask Scheduling and its Application on Real-time Driver's Drowsiness Detection and Warning, 作者: C. T. Lin, Y. C. Chen, T. Y. Huang, T. T. Chiu, L. W. Ko*, S. F. Liang, H. Y. Hsieh, S. H. Hsu, and J. R. Duann

Third Prize Paper Award, the 6th Executive Achievements Workshop of VGH-UST Research Projects, 2010. , Paper Title: Development of Wireless Brain Computer Interface with Embedded Multitask Scheduling and its Application on Real-time Driver's Drowsiness Detection and Warning, Authors: C. T. Lin, Y. C. Chen, T. Y. Huang, T. T. Chiu, L. W. Ko*, S. F. Liang, H. Y. Hsieh, S. H. Hsu, and J. R. Duann


  Second Prize Paper Award, the 6t hExecutive Achievements Workshop of VGH-UST Research Projects, 2010., 標題: Noninvasive Neural Prostheses Using Mobile & Wireless EEG, 作者: C. T. Lin, L. W. Ko, J. C. Chiou, J. R. Duann, R. S. Huang, T. W. Chiu, S. F. Liang, and T. P. Jung.

Second Prize Paper Award, the 6thExecutive Achievements Workshop of VGH-UST Research Projects, 2010., Paper Title: Noninvasive Neural Prostheses Using Mobile & Wireless EEG, Authors: C. T. Lin, L. W. Ko, J. C. Chiou, J. R. Duann, R. S. Huang, T. W. Chiu, S. F. Liang, and T. P. Jung.


  Best Paper Award, Biomedical Engineering Society 2009 Annual Symposium, National Yang Ming University, Taipei, Taiwan, December 11-12, 2009. , 標題: Brain Dynamics of Motion Sickness in a Realistic Driving Environment, 作者: Y. C. Chen, J. R. Duann, S. W. Chuang, C. L. Lin, L. W. Ko, T. P. Jung, and C. T. Lin*

Best Paper Award, Biomedical Engineering Society 2009 Annual Symposium, National Yang Ming University, Taipei, Taiwan, December 11-12, 2009. , Paper Title: Brain Dynamics of Motion Sickness in a Realistic Driving Environment, Authors: Y. C. Chen, J. R. Duann, S. W. Chuang, C. L. Lin, L. W. Ko, T. P. Jung, and C. T. Lin*


  Third Prize Paper Award, the 5thExecutive Achievements Workshop of VGH-UST Research Projects, 2009., 標題: Nonparametric Single-trial EEG Feature Extraction and Classification of Driver's Cognitive Responses, 作者: C. T. Lin, K. L. Lin, L. W. Ko, S. F. Liang, B. C. Kuo, and I. F. Chung*

Third Prize Paper Award, the 5thExecutive Achievements Workshop of VGH-UST Research Projects, 2009., Paper Title: Nonparametric Single-trial EEG Feature Extraction and Classification of Driver's Cognitive Responses, Authors: C. T. Lin, K. L. Lin, L. W. Ko, S. F. Liang, B. C. Kuo, and I. F. Chung*


  Third Prize Paper Award, the 4thExecutive Achievements Workshop of VGH-UST Research Projects, 2008. , 標題: Adaptive EEG-based Alertness Estimation System by Using ICA-based Fuzzy Neural Networks, 作者: C. T. Lin, L. W. Ko, I. F. Chung, T. Y. Huang, Y. C. Chen, T. P. Jung, and S. F. Liang

Third Prize Paper Award, the 4thExecutive Achievements Workshop of VGH-UST Research Projects, 2008. , Paper Title: Adaptive EEG-based Alertness Estimation System by Using ICA-based Fuzzy Neural Networks, Authors: C. T. Lin, L. W. Ko, I. F. Chung, T. Y. Huang, Y. C. Chen, T. P. Jung, and S. F. Liang


Second Prize Paper Award, the 4thExecutive Achievements Workshop of VGH-UST Research Projects, 2008. , 標題: EEG-based Assessment of Driver Cognitive Responses in a Dynamic Virtual-Reality Driving Environment , 作者: C. T. Lin, I. F. Chung, L. W. Ko, Y. C. Chen, S. F. Liang, and J. R. Duann.

Second Prize Paper Award, the 4thExecutive Achievements Workshop of VGH-UST Research Projects, 2008., Paper Title: EEG-based Assessment of Driver Cognitive Responses in a Dynamic Virtual-Reality Driving Environment, Authors: C. T. Lin, I. F. Chung, L. W. Ko, Y. C. Chen, S. F. Liang, and J. R. Duann.


 Third Prize Award, 2007 Embedded Software Design Contest, Ministry of Education, Taiwan, 標題 :Intelligent Portable Wireless Brain Computer Interface for PSYCH-NICE Environment, 作者: L. W. Ko, M. Lin and I. L. Tsai.

Third Prize Award, 2007 Embedded Software Design Contest, Ministry of Education, Taiwan, Production Title: Intelligent Portable Wireless Brain Computer Interface for PSYCH-NICE Environment, Authors: L. W. Ko, M. Lin and I. L. Tsai.


Best Research Achievement Award, the 3rd Executive Achievements Workshop of VGH-UST Research Projects, 2007., 標題 :Study of Brain Dynamics related to Dual-task Distraction Effects , 作者:C. T. Lin, T. P. Su, L. W. Ko, S. A. Chen, and I. L. Tsai .

Best Research Achievement Award, the 3rdExecutive Achievements Workshop of VGH-UST Research Projects, 2007., Paper Title: Study of Brain Dynamics related to Dual-task Distraction Effects, Authors: C. T. Lin, T. P. Su, L. W. Ko, S. A. Chen, and I. L. Tsai.


 Best Poster Presentation Award, the Annual Research Achievements Competition of NCTU CS Department, 2006, 標題: Portable Brain Computer Interface on Driver's Alertness Monitoring, 作者: L. W. Ko and H. Y. Hsieh.

Best Poster Presentation Award, the Annual Research Achievements Competition of NCTU CS Department, 2006, Paper Title: Portable Brain Computer Interface on Driver's Alertness Monitoring, Authors: L. W. Ko and H. Y. Hsieh.


Best Research Achievement Award, the 2ndExecutive Achievements Workshop of VGH-UST Research Projects, 2006. , 標題: Developing Biofeedback Technology for Reducing Operational Fault and Enhancing Human Performance, 作者: C. T. Lin, T. P. Su, L. W. Ko, H. Y. Hsieh, and M. Lin.

Best Research Achievement Award, the 2ndExecutive Achievements Workshop of VGH-UST Research Projects, 2006. , Paper Title: Developing Biofeedback Technology for Reducing Operational Fault and Enhancing Human Performance, Authors: C. T. Lin, T. P. Su, L. W. Ko, H. Y. Hsieh, and M. Lin.


 國立交通大學電控工程工程學系博士生獎學金 2006/8-2007/7.

Best Ph.D. Student Scholarship from Department of Electrical and Control Engineering, N.C.T.U. 2006/8-2007/7.


 國立交通大學電控工程工程學系博士生獎學金 2005/8-2006/7.

Best Ph.D. Student Scholarship from Department of Electrical and Control Engineering, N.C.T.U. 2005/8-2006/7.