研究專長 Specialty
先進製造、智慧製造、人工智慧、積層製造(3D列印)、生物製造、生物醫學工程、醫療器材開發
Advanced Manufacturing / Smart Manufacturing / Artificial Intelligence / Additive Manufacturing (3D Printing) / Biomanufacturing / Biomedical Engineering / Medical Device Development
實驗研究方向
智慧與先進製造實驗室（Smart and Advanced Manufacturing Lab, SAMLab）致力於結合人工智慧（AI）與先進製造技術，發展跨領域的智慧化工程應用。實驗室以積層製造（3D 列印）作為核心研究與驗證平台，並拓展至多軸製造技術、生醫工程與智慧醫療器材開發等方向，打造新一代智慧製造與生醫創新系統。
1. AI導向的智慧積層製造
我們運用機器學習、深度學習、影像辨識與多種感測技術，讓積層製造具備即時監控、異常偵測、參數預測與自動化修正的能力。透過 AI 的導入，傳統 3D 列印得以轉型為高可控性、高穩定度的智慧化製程，使製造品質與可靠度大幅提升，並擴大其跨領域應用可能性。
2. 新型積層製造技術開發
此研究方向著重透過材料創新、機構設計與系統整合來突破現行製程限制，發展下一世代的積層製造技術。研究內容包含多軸機械手臂積層製造、軟性材料與複合材料列印、無支撐材列印策略等，同時也探索壓電材料、導電材料與功能性材料在積層製造中的可行性，使應用範圍顯著拓展。
3. AI於生醫工程與創新醫療器材中的應用
我們將智慧製造與 AI 技術延伸至生醫領域，利用人工智慧進行各類醫療訊號與生醫資料的分析、異常偵測與決策輔助，提升臨床應用的精準性與效率。同時，我們也研究積層製造在生物材料、組織工程與醫療器材開發中的應用，並建立模擬平台探討手術器械與生物組織的交互作用。相關成果亦涵蓋創新醫療器材的設計、驗證與商業化可行性評估。
更多研究方向、成果與最新消息，歡迎參考實驗室網站：https://ntusamlab.com
Smart and Advanced Manufacturing (SAM) Lab focuses on applying advanced and smart manufacturing technologies to improve manufacturing processes and enable multidisciplinary applications. Target research themes include Smart Additive Manufacturing, Novel Additive Manufacturing Process, and Biomanufacturing and Innovative Medical Device Development.
“Smart Additive Manufacturing” is to implement advanced computer science techniques, including machine learning and computer vision, to enable smart error monitoring, detection, and correction for additive manufacturing processes.
“Novel Additive Manufacturing Process” aims to develop new additive manufacturing process by exploring new printing materials, machine mechanism design, and system integration. Examples include multi-axis robotic additive manufacturing, soft material printing, and support-free material extrusion.
“Biomanufacturing and Innovative Medical Device Development” utilizes advanced manufacturing knowledge and techniques to innovate biomedical/biomanufacturing applications. Topics include simulations and experiments of various tool-tissue interactions in surgical procedures, application of additive manufacturing on bioengineering, and design and manufacturing of innovative medical devices.