Bilingual Résumé · 中英文並列履歷
劉士禎 / Shih-Chen Liu
廠務高級工程師
第三代半導體(SiC)智慧製造與品質管制
Senior Manufacturing Engineer
Smart Manufacturing & Quality Control for SiC Power Devices
我在做的是:讓碳化矽晶圓的品質管制從人工目視,變成 YOLO 自動檢測。
I am replacing manual visual inspection of silicon carbide wafers with YOLO-based automated detection.
2023 年起在台化直屬總經理室數位及能源轉型專案組,協助 SiC 試驗工廠建立;並以碩士論文完成 SiC 晶圓表面缺陷自動檢測系統,比較 YOLOv8/v10/v11/v12 後確認 v12 為最佳模型。
Since Aug 2023 I have supported the SiC pilot-fab build-out in FCFC's Digital & Energy Transition Group, and completed an MSc thesis delivering a YOLO defect-detection system for SiC wafer surfaces — v12 gave the best precision, recall and mAP across v8/v10/v11.
認識我 · Get to know me
關於我 / About Me
生物學訓練出身,卻在紡織與化學纖維產業的產線上待了 12 年;30 歲時跨域攻讀資訊電機碩士,把深度學習帶回工廠。現職於台化數位及能源轉型專案組,專注 SiC 第三代半導體的試驗產線建立與品質管制自動化。
「我在做的是:讓碳化矽晶圓的品質管制從人工目視,變成 YOLO 自動檢測。」
Trained as a biologist, then spent 12 years on production lines in textile and chemical-fibre manufacturing. At 30 I switched fields to complete an MSc in Information & Electrical Engineering, bringing deep learning back to the factory floor. I now work in FCFC's Digital & Energy Transition Group on SiC pilot-line build-out and quality-control automation.
“I am replacing manual visual inspection of silicon carbide wafers with YOLO-based automated detection.”
職稱
廠務高級工程師
Role
Senior Manufacturing Engineer
地點
桃園市龜山區
Location
Guishan, Taoyuan
經驗
12 年製造業現場
Experience
12 years on the floor
領域
SiC 第三代半導體
Focus
SiC power devices
我怎麼做事 · How I work
專業領域 / Expertise
SiC 晶圓缺陷檢測
以 YOLO 建立 TSD/TED/BPD 三類缺陷的標註資料集,比較 v8/v10/v11/v12 確認 v12 最佳。
SiC wafer defect detection
Built an annotated TSD/TED/BPD dataset and compared YOLO v8/v10/v11/v12 — v12 performed best.
試驗工廠建立
SiC 高溫材料試驗產線從零建置,橫跨技術評估、環保法規、資材與人員整合。
Pilot fab build-out
An SiC high-temperature materials trial line built from scratch, spanning technical evaluation, environmental compliance, procurement and staffing.
熱場模擬
COMSOL 多物理量模擬支援高溫製程條件評估與熱場最佳化。
Thermal simulation
COMSOL multiphysics simulation supporting high-temperature process evaluation and thermal optimisation.
邊緣 AI 部署
NVIDIA Jetson 實作,讓推論在產線端即時完成,不依賴雲端連線。
Edge AI deployment
NVIDIA Jetson hands-on, so inference completes on the line instead of depending on a cloud link.
良率與品質管理
配方改善、檢測規範建立、綠建材認證協助;台化地毯 9 年成本與績效管理。
Yield and quality management
Formulation improvement, inspection-standard authoring, US green-building certification support; nine years of cost and performance management.
外銷與國際溝通
9 年外銷新客戶開發、客訴處理與展場規劃,TOEIC 825。
Export and international work
Nine years of export new-business development, complaint handling and trade-fair planning. TOEIC 825.
在哪裡待過 · Where I have worked
工作經歷 / Experience
台灣化學纖維股份有限公司
2023/08 –廠務高級工程師
直屬總經理室 數位及能源轉型專案組/高溫材料組 · 桃園龜山
- 協助 SiC(碳化矽)試驗工廠建立,負責技術評估、跨領域專案整合與廠務執行
- 導入機器學習(YOLO)於品質檢測應用,搭配 COMSOL 多物理量模擬進行熱場分析
- 年度預算編列、費用報銷(技術費、授權金)、資材請購與檢驗
- 環保作業:水污染許可、廢清書變更、廠登申請;投資抵減協助與委外託工管理
- 人員調動、工作規範編修、教育訓練(含委外)、資安與資訊設備管理、出入廠作業管理
Formosa Chemicals and Fibre Corporation
2023/08 –Senior Manufacturing Engineer
Office of the President — Digital & Energy Transition Group / High-Temperature Materials · Guishan, Taoyuan
- Supported the build-out of the SiC (silicon carbide) pilot fab — technical evaluation, cross-functional coordination and manufacturing engineering execution
- Introduced machine learning (YOLO) for quality inspection, supported by COMSOL multiphysics thermal-field simulation
- Annual budgeting, expense control (licensing fees), material requisition and incoming inspection
- Environmental compliance: water permits, waste-clearance amendments, factory registration filings; investment tax-credit support and outsourcing management
- Staffing, work-standard authoring, training (including outsourced), IT security and device management, factory access control
台化地毯股份有限公司
2014/04 – 2023/07廠務高級工程師 · 銷售管理師 · 品管工程師
營業部/工廠 · 台北(營業部)/桃園龜山(工廠)
- 廠務高工師:成本估算、每月損益預估、月經營績效分析(單位成本)
- 銷售管理師:外銷新客戶開發、客訴處理、展場規劃、樣品準備、產品開發
- 品管工程師:配方改善、檢測規範建立
- 協助產品通過美國綠建材認證(Green Building / low-emission 類)
Formosa FCFC Arpet Corporation
2014/04 – 2023/07Senior Costing Engineer · Sales Manager · Quality Engineer
Sales Department / Plant · Taipei (Sales) / Guishan, Taoyuan (Plant)
- Costing: cost estimation, monthly P&L forecasting, monthly per-unit cost performance review
- Sales management: export new-business development, complaint handling, trade-fair planning, sample preparation, product development
- Quality engineering: formulation improvement, inspection-standard authoring
- Supported product certification for US green-building requirements
國立臺灣大學醫學院附設醫院
2013/12 – 2014/03研究助理
莊立民實驗室 · 台北市
- 分生實驗、細胞養殖與小鼠組織收集
National Taiwan University Hospital
2013/12 – 2014/03Research Assistant
Chuang Li-Ming Laboratory · Taipei
- Cell culture, cell isolation and mouse tissue collection
讀過哪裡 · Where I studied
學歷 / Education
私立逢甲大學
2023/09 – 2025/06資訊電機工程 碩士在職學位學程
碩士論文 · MSc Thesis
應用目標檢測神經網路(YOLO)在碳化矽晶圓表面之瑕疵檢測
李企桓 教授 · 口試 2025-06-19 · 代替論文(技術報告)· 103 頁
🔗 https://hdl.handle.net/11296/197078Feng Chia University
2023/09 – 2025/06MSc in Information & Electrical Engineering (Professional Master's Program)
MSc Thesis
The Application of Object Detection Neural Networks (YOLO) in Defect Detection of Wafer Surface of Silicon Carbide
Prof. Chi-Hung Lee · Oral defence 2025-06-19 · Technical report (applied technology) · 103 pp.
🔗 https://hdl.handle.net/11296/197078國立臺灣大學
2010/09 – 2013/11生命科學系 碩士班
碩士論文 · MSc Thesis
從中草藥萃取物庫中篩選具調控細胞自噬作用的調節劑
潘建源 教授 · 口試 2013-08-30 · 學術論文 · 45 頁
🔗 https://hdl.handle.net/11296/138193National Taiwan University
2010/09 – 2013/11MSc in Life Sciences
MSc Thesis
Screening for autophagy modulators from an herbal extract library
Prof. Chien-Yuan Pan · Oral defence 2013-08-30 · Academic thesis · 45 pp.
🔗 https://hdl.handle.net/11296/138193國立中興大學
2004/09 – 2008/06生命科學系 學士
National Chung Hsing University
2004/09 – 2008/06BS in Life Sciences
私立明道高級中學
– 2008/04高中部
Ming Dao High School
– 2008/04Senior High
做過什麼 · What I built
專案 / Projects
專案 · Project
2023/09 – 2025/06SiC 晶圓表面缺陷自動檢測系統(YOLO)
碩士論文專題:比較 YOLOv8/v10/v11/v12,建立含 TSD/TED/BPD 三種缺陷的標註資料集,v12 在 Precision/Recall/mAP 上最佳。
Project
Sep 2023 – Jun 2025SiC Wafer Surface Defect Detection with YOLO
MSc thesis: an annotated dataset covering TSD / TED / BPD defects, comparing YOLOv8 / v10 / v11 / v12 — v12 achieved the best precision, recall and mAP.
專案 · Project
2023/08 –SiC 試驗工廠建立與熱場模擬
任職台化數位及能源轉型專案組期間,協助 SiC 試驗工廠從零建立,並以 COMSOL 多物理量模擬進行高溫製程的熱場分析。
Project
Aug 2023 – PresentSiC Pilot Fab Build-out & Thermal Simulation
Supported the build-out of an SiC pilot fab at FCFC's Digital & Energy Transition Group, including COMSOL multiphysics thermal-field analysis for high-temperature processing.
專案 · Project
2026-04邊緣 AI 部署:NVIDIA Jetson 實作
YOLO 不只在雲端跑得動 —— 把它放到產線端的邊緣裝置上做即時推論,才是工廠真正能用的部署方式。
Project
Apr 2026Edge AI Deployment on NVIDIA Jetson
Running YOLO in the cloud as offline analysis is one thing; putting it on the line for real-time inference is another. This is the second skill.
資格與進修 · Credentials
證照 / Certifications
NVIDIA Jetson 開發人工智慧應用證書
勞動部勞動力發展署 iT 職訓局
2026-04-14
NVIDIA Jetson AI Application Development Certificate
Workforce Development Agency, Ministry of Labour (iTVET)
2026-04-14
TOEIC 語言能力測驗 825 分
台灣國際交流基金會
2018-06-10
TOEIC 825
Taiwan Foundation for Democracy (IICF)
2018-06-10
生成式 AI 認證
勞動部勞動力發展署 桃園分署
2026-03-15
Generative AI Certified
WDA Taoyuan Branch
2026-03-15
防火管理人
消防主管機關
Certified Fire Prevention Manager
Fire authority
保安監督人
警察主管機關
Certified Security Supervisor
Police authority
動力機械職類在職訓練(多梯次)
勞動部勞動力發展署 iT 職訓局
2025 – 2026
Power Machinery in-service Training (multiple cohorts)
WDA iTVET
2025 – 2026
工具與技術 · Tools & technologies
技能 / Skills
半導體與製程
Semiconductor & Process
AI 與機器視覺
AI & Machine Vision
模擬與數據
Simulation & Data
專案與流程
Project & Workflow
心得與筆記 · Notes and write-ups
技術筆記 / Notes
取得聯絡方式 · Reach me
聯絡 / Contact
地點 / Location
桃園市龜山區 · 現居桃園龜山 · 可赴台中/新竹 · 願意配合出差
Guishan, Taoyuan · Based in Guishan, Taoyuan · Open to Taichung / Hsinchu · Willing to travel
本站刻意不在頁面上公開電話與信箱。請填寫聯絡表單,我會親自回覆並附上履歷。
Phone and email are deliberately not published. Use the form and I will reply personally with a CV attached.
A4 列印履歷 / Printable CV
唯一公開完整聯絡資訊的頁面(noindex)
The only page with full contact details (noindex)
🔒 手機、信箱與完整地址請由 A4 列印履歷取得 · Phone, email and full address are available from the printable CV