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林筱玫 Lydia HSIAO-MEI LIN

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職稱
  • 助理教授
 
專長及研究領域
  • 人工智慧
  • 物聯網
  • 數位孿生
  • 設計思考
  • 創新創業

 

教授課程

  • 人工智慧應用(大學部)
  • 人工智慧應用實作(大學部)
  • 生成式AI與數位行銷應用(研究所)
  • 生成式AI與文創應用(大學部)
  • 使用者體驗設計(大學部)
  • 專案管理(大學部)
 

聯絡方式

  • 辦公室:MA-318
  •  話:(02)2737-6770
  • 信 箱1:Lydia.hmlin@mail.ntust.edu.tw、Lydia.hmlin@cs.ntust.edu.tw

 

個人網站

 

實驗室

  • 筱玫人工智慧研究室 (AI•MEI Lab)

我們探索以人為本的人工智慧和互動設計,以增強用戶體驗並創建連接人與技術的安全、可靠且有意義的系統。

We explore human-centered AI and interaction design to enhance user experience and create safe, secure, and meaningful systems that connect people and technology.

 
學歷
  • 國立臺灣科技大學 設計學院 建築系 博士
  • 國立清華大學 電資學院 資訊工程系 碩士
  • 國立清華大學 電資學院 資訊工程系 學士

 

經歷
  • 國立臺灣科技大學 資訊管理系 專任助理教授 (2025/08-Now)
  • 國立臺灣科技大學 企業管理系 專案助理教授 (2025/02-2025/07)
  • 國立清華大學 通識教育中心 兼任助理教授 (2024/08-2025/07)
  • 國立臺北科技大學 互動設計系 兼任/專案講師/專案助理教授 (2016/08-2025/01)

 

期刊論文

  1. 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)
  2. 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)
  3. 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
  4. 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)

 

研討會論文

  1. 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) 
  2. 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)
  3. 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) 
  4. 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)
  5. 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)
  6. 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.
  7. 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)
  8. 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)
  9. 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
  10. 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
  11. 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

 

研究計畫

  1. iLink人文社會與產業實務創新鏈結計畫 (教育部, 2025)
  2. 114年度產業園區跨區低碳轉型整合推動計畫 (金屬中心, 2025)
  3. AI平台輔助材料配方開發計畫 (產學, 2024)
  4. 智慧監診系統品牌設計勞務委託 (產學, 2023 & 2024)
  5. 桶槽健康智慧監診系統設計 (產學, 2023)
  6. 數位轉型輔導合作案 (經濟部中小企業處 & 資策會, 2022)
  7. AI加值應用推廣活動-成果展 (經濟部工業局 & 工研院, 2022)
  8. 國際技術交流活動- 2022台美AI加值智慧製造 (經濟部工業局 & 工研院, 2022)
  9. 國際技術交流活動- 2021台英AI加值智慧製造 (經濟部工業局 & 工研院, 2021)
  10. 智慧養殖技術擴散工作坊 (農委會 & 工研院, 2021)
  11. AI加值應用推廣活動 (經濟部工業局 & 工研院, 2021)
  12. 臺北市產業發展獎勵補助計畫-動態導引系統 (臺北市產發局, 2018)

女性創業學習程式開發計畫 (APEC亞太經濟合作會 & 婦女權益促進發展基金會, 2014)

 

專書

  1. 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。
  2. 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 (中文) Available URL: https://reurl.cc/yvqb0M
  3. 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  (英文) Available URL: https://reurl.cc/qvEb2y
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