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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 – 2023/07

Senior 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 – 2014/03

Research 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/11296/197078

Feng Chia University

2023/09 – 2025/06

MSc 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/11296/138193

National Taiwan University

2010/09 – 2013/11

MSc 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 – 2008/06

BS in Life Sciences

私立明道高級中學

– 2008/04

高中部

Ming Dao High School

– 2008/04

Senior High

做過什麼 · What I built

專案 / Projects

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

碳化矽 SiC第三代半導體半導體製造廠務工程製程改善

Semiconductor & Process

Silicon CarbideThird-gen DevicesSemiconductor MfgFacilities EngProcess Improvement

AI 與機器視覺

YOLO缺陷檢測機器視覺深度學習邊緣 AINVIDIA Jetson

AI & Machine Vision

YOLODefect DetectionMachine VisionDeep LearningEdge AINVIDIA Jetson

模擬與數據

COMSOL 熱場模擬良率分析品質保證

Simulation & Data

COMSOL SimulationYield AnalysisQuality Assurance

專案與流程

專案管理成本與績效綠建材認證外銷英文 TOEIC 825

Project & Workflow

Project ManagementCost & PerformanceGreen BuildingExport English (825)

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