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Lydia Hsiao-Mei Lin

Lydia Hsiao-Mei Lin
Assistant Professor 

Personal website

Office:  MA-406
Lab: 
Office hours: 五 12:00-14:00 Fri(Please make an appointment first)
Phone: 886- 2 -2730-3655
E-mail:  Lydia.hmlin@mail.ntust.edu.tw;Lydia.hmlin@gmail.com
Education: Ph.D. in Architecture, College of Design, National Taiwan University of Science and Technology (NTUST)
Research:  Artificial Intelligence / Internet of Things / Design Thinking / Innovation and Entrepreneurship
Courses:  Artificial Intelligence and Big Data in Business (BA4718701) ,Applications of Artificial Intelligence (BA4918301) , Applications of Artificial Intelligence (BA4918302) ,Generative AI and Digital Marketing Applications (BA5413701) 
Journal Papers
2025 Lydia Hsiao-Mei Lin, Wei-Cheng Lien, Cindy Yu-Ting Cheng, You-Cheng Lee, Yi-Ting Lin, Chin-Chia Kuo, Yi-Ting Lai, and Yan-Tsung Peng, “A rapid household mite detection and classification technology based on artificial intelligence-enhanced scanned images,” Internet of Things, Vol. 29, Jan. 2025. [Online]. Available: https://doi.org/10.1016/j.iot.2024.101484 (SCI, Q1) (第一作者)
2022 Hsiao-Mei Lin, Ching-Yuan Lin, Chun-Hung Wang, and Ming-Jong Tsai. “A Novel Mechanical Fault Diagnosis Based on Transfer Learning with Probability Confidence Convolutional Neural Network Model,” Applied Sciences, vol. 12, no. 19, p. 9670, Sep. 2022. [Online]. Available: https://www.mdpi.com/2076-3417/12/19/9670. (SCI, Q2) (第一作者)
2018 Zhi-Feng Guan, Hsiao-Mei Lin, and Ching-Yuan Lin. IoT System to Detect and Record Closure Status of Fire Doors-Using LoRa Technology, Architecture Science (ArS), Pp. 29-38, Dec. 2018. [Online]. Available: https://doi.org/10.3966/221915772018120018003
2017 Hsiao-Mei Lin, Shuo-Hung Chen, Jim Kao, Yung-Ming Lee, Gary Li-Kai Hsiao, Ching-Yuan Lin, “Applying Active Dynamic Signage System in Complex Underground Construction,” International Journal of Scientific & Engineering Research (IJSER), vol. 8, Feb. 2017. [Online]. Available: https://api.semanticscholar.org/CorpusID:212458586 (第一作者)
   
Conference Papers
2024 Ting-Jui Chang, Lydia Hsiao-Mei Lin, Richard Tzong-Han Tsai, "Conversational Product Recommendation using LLM," 2024 IEEE 4th International Conference on Electronic Communications, Internet of Things and Big Data (ICEIB), Taipei, Taiwan, 2024, pp. 340-343, doi: 10.1109/ICEIB61477.2024.10602608. (通訊作者) 
2024 Jun-Wei Wu, Lydia Hsiao-Mei Lin, Richard Tzong-Han Tsai, "Enhancing ESG Reporting Analysis: Leveraging GPT and Resampling Methods for Improved Multi-Label Classification," 2024 IEEE 4th International Conference on Electronic Communications, Internet of Things and Big Data (ICEIB), Taipei, Taiwan, 2024, pp. 415-418, doi: 10.1109/ICEIB61477.2024.10602711. (通訊作者)
2024 Lydia Hsiao-Mei Lin, Fang-Kai Ting, Ting-Jui Chang, Jun-Wei Wu, Richard Tzong-Han Tsai, "GPT4ESG: Streamlining Environment, Society, and Governance Analysis with Custom AI Models," 2024 IEEE 4th International Conference on Electronic Communications, Internet of Things and Big Data (ICEIB), Taipei, Taiwan, 2024, pp. 442-446, doi: 10.1109/ICEIB61477.2024.10602567. (第一作者兼通訊作者) 
2024 Cindy Yu-Ting Cheng, Lydia Hsiao-Mei Lin*, Wei-Cheng Lien, Yi-Ting Lai, Yi-Ting Lin, Yan-Tsung Peng, and You-Cheng Lee, “AI -Enhanced Household Mite Detection and Classification”, IEEE International Conference on Electronic Communications,Internet of Things and Big Data (ICEIB 2024). (通訊作者)
2024 Fang-Kai Ting, Lydia Hsiao-Mei Lin*, Wei-Cheng Lien, Simon Hung-Yi Lu, Richard Tzong-Han Tsai, “Advanced RUL Prediction with Transformer Architecture and Multi-Scale Feature Engineering”, IEEE International Conference on Electronic Communications,Internet of Things and Big Data (ICEIB 2024). (通訊作者)
2023 Yi-Ting Lin; Yan-Tsung Peng; Wei-Cheng Lien; You-Cheng Lee; Yi-Ting Lai and Lydia Hsiao-Mei Lin, “High-Precision AI-based Mite Detection and Classification using Image Enhancement Techniques”, National Computer Symposium (NCS 2023), Taipei, Taiwan, 2023. pp. 280-284.
2022 Hsiao-Mei Lin, Chun-Hung Wang, Ming-Jong Tsai, and Ching-Yuan Lin, “A Novel Mechanical Fault Diagnosis Based on Transfer Learning in Probabilistic Confidence CNN Model,” presented at the 2022 IEEE International Conference on Electronic Communications, Internet of Things and Big Data, 2022 Hsinchu, Taiwan. (ICEIB 2022) (第一作者兼通訊作者)
2016 Hsiao-Mei Lin, Ching-Yuan Lin, Jui-Cheng Ko, and Yu-Shiang Wu, “Risk Factors of Post-earthquake Fire for Constructions Using the Analytic Hierarchy Process Approach,” in Proceedings of the 2016 International Conference on Architectural Engineering and Civil Engineering, Dec. 2016, pp. 1–4, doi: 10.2991/aece-16.2017.1 [Online]. Available: https://doi.org/10.2991/aece-16.2017.1(第一作者)
2011 Shuo- Hung Chen, Hsiao-Mei Lin, Ching-Chou Hsieh, Chih-Tsun Huang, Jing-Jia Liou, Yeh-Ching Chung, “TurboVG: A HW/SW co-designed multi-core OpenVG accelerator for vector graphics applications with embedded power profiler,” 16th Asia and South Pacific Design Automation Conference (ASP-DAC 2011), Yokohama, Japan, January 25-28, 2011. [Online]. Available: doi:10.1109/ASPDAC.2011.5722315
2011 Shuo-Hung Chen, Hsiao-Mei Lin, Hsin-Wen Wei, Yi-Cheng Chen, Chih-Tsun Huang, Yeh-Ching Chung, “Hardware/Software co-designed accelerator for vector graphics applications,” 9th IEEE SympAosium on Application Specific Processors (SASP 2011), San Diego, CA, USA, 2011. [Online]. Available: doi: 10.1109/SASP.2011.5941088
2013 Shuo-Hung Chen, Hsiao-Mei Lin, Kuo-Yi Chen, Yuan-Hao Chang, Pen-Chung Yew, Chien-Chung Ho ,“A systematic methodology for OS benchmark characterization,” Proceedings of the 2013 Research in Adaptive and Convergent Systems 2013 (RACS 2013), Montreal Quebec Canada, October 1-4, 2013. pp.404 – 409. [Online]. Available: doi: 10.1145/2513228.2513234
   
Books
2024 Yong Lin Charity Education Foundation (2024) The Development and Application of AI: A Popular Science Book on Artificial Intelligence, Quan Hua Publishing, April 1, 2024, ISBN 9786263288829. 永齡慈善教育基金會 (2024) 《AI的發展與應用:一本人工智慧的科普書》,全華圖書,2024年04月01日,ISBN: 9786263288829。
2024 林筱玫 (2024) 《時空交織:一代女科技人的科學與心靈之旅-吳嘉麗》,台灣女科技人學會,2024年10月,ISBN: 9786269785421
2024 Lin, Hsiao-Mei (2024) “Intertwining space: A Trailblazing Woman Scientist's Journey Through Science and Soul - Wu Chia-Li”, Taiwan Women in Science and Technology, Oct. 2024. ISBN: 9786269785414
International Awards
2024 2024 IEEE ICEIB,Best Conference Paper Award (2022-2024)
2016 2016 iF Design Award (HEX Dynamic Evacuation System), Munich, Germany.
2016 2016 APEC PPWE BEST AWARD Certified, Lima, Peru. 
2011 2011 MICROSOFT IMAGINE CUP WORLDWIDE FINAL CHAMPIONS, New York, USA.
2010 2010 Women Techmakers Alumni(a.k.a Google Anita Borg Scholarship Alumni,Google 女性工程師獎學金)
  Domestic Awards
2024 TSMC 2024 IMC DAY Competition (Bronze Award, Supervisor)
2024 2024 AI Award Best Solution (Academic Industrialization Award)
(Title: "Crossing into Future Architecture – The Infinite Wonders of Immersive XR Interaction and AI")
2022 2022 Superior Award for College Instructors, International Project Management Association (IPMA)
2022 2022 Ministry of Education, AI Competition (AI CUP) for Explainable Information Annotation in Natural Language Understanding, Honorable Mention
2020  Industrial Development Bureau, Ministry of Economic Affairs – AI in Taiwan Hackathon, Runner-up
2017 Top Ten Outstanding Young Women in the Republic of China (Technology Invention)
2017 Ministry of Economic Affairs, Small and Medium Enterprise Administration – Social Innovation Experiment Project, First Place
2017 Industrial Development Bureau, Ministry of Economic Affairs – Jin Yang Award for Intelligent Applications Category, Second Place
2016 Ministry of Economic Affairs, Small and Medium Enterprise Administration – 23rd Innovation Research Award and Startup Award
2016 Ministry of Economic Affairs, Small and Medium Enterprise Administration – 14th Startup Award in the Traditional Industries Category, Silver Award
2016  17th Golden Peak Awards (Small and Medium Enterprises Category) – Outstanding Entrepreneurial Role Model (Innovation and R&D)
2015 Ministry of Economic Affairs Women Entrepreneurship Feiyan Project – Women Entrepreneurship Elite Competition (Social Enterprise Category), Runner-up
2013  Ministry of Science and Technology – 1st FITI Innovation and Entrepreneurship Incentive Program, Entrepreneurship Potential Award
Experience – Professional Experience
2025 Present: National Taiwan University of Science and Technology, Department of Business Administration – Project Assistant Professor
2023 National Taipei University of Technology, Department of Interactive Design – Project Teacher (Assistant Professor/Lecturer Level)
2016 National Taipei University of Technology, Department of Interactive Design – Adjunct Instructor
2016 National Taipei University of Technology, Continuing Education Course "Fire Science" – Instructor
2016  Rose Prosperity Company – Founder and CEO
2018 Hon-Hui Group UMI KAFFA Co., Ltd. – Chief Operating Officer
2012 HEX, Inc. – Co-founder and General Manager
2010 Academia Sinica, Institute of Information Science – Research Assistant
  Experience – Public Welfare and Social Impact
2025 Present: National Taiwan University of Science and Technology, Department of Business Administration – Project Assistant Professor
2024 National Taipei University of Technology, Department of Interactive Design – Project Teacher (Assistant Professor/Lecturer Level)
2024 National Taipei University of Technology, Department of Interactive Design – Adjunct Instructor
2024  National Taipei University of Technology, Continuing Education Course "Fire Science" – Instructor
2024 Rose Prosperity Company – Founder and CEO
2024 Hon-Hui Group UMI KAFFA Co., Ltd. – Chief Operating Officer
2022 HEX, Inc. – Co-founder and General Manager
2021 Academia Sinica, Institute of Information Science – Research Assistant
Experience – Public Welfare and Social Impact
2025 Presidential Office National Climate Change Action Committee, Member (2024–2025)
2024 Presidential Cup Hackathon, Evaluation Committee Member – Technical Social Innovation (four consecutive terms, 2021–2024)
2025 Executive Yuan Open Government Data Consultation Panel, 8th Term Committee Member (2024-2025)
2024 Digital Development Department, Data Innovation Empowerment and Application, Advisory Expert (2022–2024)
2020 Taiwan Artificial Intelligence Association, 2nd Executive Board Member and CEO (2020–present)
2020 Top 10 Outstanding Women Youth Association, 6th Board Member (2020–present)
2015 Taiwan Women in Technology Society, Board Member for the 3rd, 4th, 5th, and 6th terms (2015–present)
2024 Taiwan AI Youth Development Association, Executive Board Member (2024–present)