Productivity Optimization Lab 生產力最佳化實驗室

      "People are like bicycles. They can keep their balance only as long as they keep moving."    - Albert Einstein
 


  Director

[1] 李家岩 (Chia-Yen Lee, Ph.D.)


Jottings / Sketches/ Notes (In Chinese)

Sep. 28, 2018  愛與相信 (教師節感觸)

Sep. 13, 2018  論定位

Jun. 02, 2018  拙與誠 (與畢業生共勉)

May 31, 2018  給職場新鮮人的期許與建議

Sep. 28, 2017  愛與謙卑 (教師節感觸)

Jul. 31, 2017  以學生為鏡

Jul. 07, 2017  讀書 vs. 學歷

Jun. 22, 2017  專家與專業

Jun. 04, 2017  送給畢業生的演奏 "Always With Me"

Sep. 28, 2016  愛與夢想 (教師節感觸)

Sep. 28, 2015  愛與羈絆 (教師節感觸)

Nov. 01, 2013  擰毛巾、搾成本

Jul. 26, 2013  人類,請休息一下。

Jun. 01, 2013  鵬程萬里、力不濟 (與畢業生共勉)

Oct. 14, 2008  欲練神功, 自廢武功!!??
Talk Sharing (In Chinese)
                                                                   
July. 20, 2018  成功者的邏輯再探

Jan. 19, 2018  成功者的邏輯初探

July 21, 2017  大討論與穴道導引

Jan. 20, 2017  大討論與誘因科學

July 22, 2016  大討論與超預測

Jan. 29, 2016  大討論與覺悟

June 26, 2015  大討論與教育反思




  Assistant

[1] 林郁莉 (Lily Lin)


POLab Secretary-General (秘書長)

POLab Chief Financial Officer (財務長)

Expertise: Versatile and Multi-skill Assistant

專 長:萬能的~無所不能~~                                                                                                                                



  Ph.D. in IMIS, NCKU

[5] 陳偉欽 (Wei-Chin Sizemore Chen)



Master Thesis: Using Mathematical Programming and Meta-heuristic Methods to Optimize the Design of Die-cuts for Angle-Constrained Product.
      利用數學規劃與萬用啟發式演算法最佳化角度限制產品之刀模設計

Award: 2018 Fuboon Life Management Master Thesis Award
       2018富邦人壽管理碩士論文獎EMBA組 佳作 (Aug. 2018)


[4] 林書弘 (Shu-Hung Lin)


Reserach Assistant: Gintech Energy Corporation (昱晶能源科技股份有限公司)
 
Master Thesis: Two-phase simulation-optimization given customer acceptance requirements for vendor selection and order allocation.
          兩階段模擬最佳化探討太陽能電池製造商在特定允收條件下之選商與訂單分配之研究
 
Publications:
Lin, Shu-Hung, Chia-Yen Lee, T. Yang, J.-C. Lu (Sept. 2013). Two-Phase Simulation Optimization for Vendor Selection and Order Allocation in a Solar Cell Manufacturer. Joint Symposium of e-Manufacturing & Design Collaboration (eMDC) and International Symposium on Semiconductor Manufacturing (ISSM), Hsinchu, Taiwan.
       
Award: Master Thesis Award of Chinese Institute of Industrial Engineers (CIIE); 獲得2013工業工程學會碩士論文競賽生產系統組優勝
      Thesis Award of Supply Chain Mgmt by Chinese Management Association; 獲得2013中華民國管理科學學會供應鏈管理碩士論文獎優勝

Award: 斐陶斐榮譽學會會員 (The Phi Tau Phi Scholastic Honor Society) (2013)

[3] Haleh Delnava (戴荷雷)


Research Topic: Advanced Studies of Data Envelopment Analysis with Undesirable Output
 
Publications:
Delnava, Haleh, Chia-Yen Lee, & Peng Zhou, 2018. A New Approach to Estimate Environmental Efficiency by Considering Abatement Process as a Distinct Technology. 12th Asia-Pacific Productivity Conference 2018, July 4-6. Seoul, Korea.
  

[2] 郭珀菁 (Poching Amber Kuo)

[1] 陳柏勳 (Bo-Syun Chen)


Publications:
Chen, Bo-Syun and Chia-Yen Lee (Aug. 2014). MECE Variable Selection: an Example of Semiconductor Manufacturing (彼此獨立互補遺漏參數篩選方法:以半導體製造為例). 2014 International Symposium on Semiconductor Manufacturing Intelligence, Taipei, Taiwan.

Publications:
Lee, Chia-Yen and Bo-Syun Chen (陳柏勳), 2017. Mutually-Exclusive-and-Collectively-Exhaustive Feature Selection Scheme. Accepted in Applied Soft Computing.

Patent:
Lee, Chia-Yen and Bo-Syun Chen, 2017. Mutually-Exclusive and Collectively-Exhaustive (MECE) Feature Selection Method (互斥與完備集合的特徵選擇方法). Taiwan Patent: I564740.

Award: Best Paper for Modeling & Decisions
            2014 International Symposium on Semiconductor Manufacturing Intelligence (ISMI)
            2014國際半導體製造智慧模式與決策組最佳論文獎


  Master in IMIS, NCKU


[22] 何杰穎 (Chieh-Ying Ho)


Internship: Taiwan Semiconductor Manufacturing Company (tsmc, 台灣積體電路股份有限公司)

Teaching Assistant: Operations Research (作業研究)

Certificate: 2018 MOST Short Courses in Frontier Science and Technology (Smart Manufacturing Camp)
    2018 中央研究院「尖端科技研習營」─智慧製造研習營     


[21] 林峰吉 (Feng-Chi Lin)


Summer  Studies: Forward and Backward Scheduling Integration

Teaching Assistant: Operations Research (作業研究)

Certificate: 2018 MOST Short Courses in Frontier Science and Technology (Smart Manufacturing Camp)
    2018 中央研究院「尖端科技研習營」─智慧製造研習營     


[20] 盧宣文 (Hsuan-Wen Lu)


Summer  Studies: Remaining Useful Lift Prediction of Sensor Signals

Certificate: 2018 MOST Short Courses in Frontier Science and Technology (Smart Manufacturing Camp)
    2018 中央研究院「尖端科技研習營」─智慧製造研習營     


[19] 鄭宇翔 (Yu-Hsiang Cheng)


Summer  Studies: Bayesian MARS (multivariate adaptive regression spline)

Research Assistant: Delta Electronics Inc. (台達電子工業股份有限公司)
    Multi-tier Hierarthical Framework for Machine Health Diagnosis
    以分層式架構進行機構之健康診斷, 2018

Certificate: 2018 MOST Short Courses in Frontier Science and Technology (Smart Manufacturing Camp)
    2018 中央研究院「尖端科技研習營」─智慧製造研習營     


[18] 吳昭賢 (Chao-Shian James Wu)


缺陷鋼板分類資料分析(Data Analysis in Faulty Steel Plates Classification)

Summer  Studies: Data Science for Human Resources Analytics

Teaching Assistant: Statistical Methods (統計方法)                                                                                                      
    R Language Lectures for Statistical Method- Theory and Practice
    統計方法R語言教學- 理論與實務

Teaching Assistant: Data Mining (資料探勘)

Certificate: 2018 MOST Short Courses in Frontier Science and Technology (Smart Manufacturing Camp)
    2018 中央研究院「尖端科技研習營」─智慧製造研習營     

Award: Honorable Mention, 2017 Big Data Analytics Competition for Creative Insurance
            國泰大數據保險創意挑戰賽佳作


[17] 吳承璊 (Cheng-Man Wu)


Summer  Studies: Python and Gurobi for Scheduling Optimization

Teaching Assistant: Operations Research (作業研究)                                                               
    Python+Gurobi Language Lectures for Linear Programming- Theory and Practice
    作業研究Python+Gurobi語言教學- 理論與實務                                                                                      

Teaching Assistant: Operations Research Applications and Implementation (作業研究應用與實作)      

Research Assistant: Winbond (華邦電子股份有限公司)
    Scheduling Algorithm for Semiconductor Lithography Equipment
    Immersion半導體黃光機台生產排程系統演算法, 2018

Research Assistant: 工業技術研究院/ 豐螺絲股份有限公司
    Semi-Automatic Multi-Objective Prodcution Scheduling System
    半自動化多目標生產排程系統, 2017

Certificate: 2018 MOST Short Courses in Frontier Science and Technology (Smart Manufacturing Camp)
    2018 中央研究院「尖端科技研習營」─智慧製造研習營     

Publications:
Tseng, Chin-Yi (曾蓁宜),  Cheng-Man Wu (吳承璊), Chia-Yen Lee, Shun-Chieh Lin, Yi-Lin Chiang, & Chih-Yu Chen, 2018. Efficient Heuristic Algorithm of Forward-and-backward Production Scheduling For Fastener Manufacturer. 2018 INFORMS International Conference, June 17-20, Taipei, Taiwan.

Award: Honorable Mention, 2017 Big Data Analytics Competition for Creative Insurance
            國泰大數據保險創意挑戰賽佳作


[16] 洪佑鑫 (Yu-Hsin Jeff  Hung)


半導體製造資料分析(Data Analysis in Semiconductor Manufacturing)

Summer  Studies: Deep Reinforcement Learning

Teaching Assistant: Statistical Method (統計方法)

Teaching Assistant: Data Mining (資料探勘)
    R Language Lectures for Data Science in Manufacturing
    R語言教學- 製造資料科學

Research Assistant: Delta Electronics Inc. (台達電子工業股份有限公司)
    以分層式架構進行滾珠螺桿之健康診斷, 2017

Certificate: 2018 MOST Short Courses in Frontier Science and Technology (Smart Manufacturing Camp)
    2018 中央研究院「尖端科技研習營」─智慧製造研習營     
                                                                                   
Award: Honorable Mention, 2017 Big Data Analytics Competition for Creative Insurance
            國泰大數據保險創意挑戰賽佳作
      
Award: Honorable Mention, 2016 Big Data Analytics Competition for Semiconductor Manufacturing.
            2016半導體大數據分析競賽佳作    


[15] 張博凱 (Bo-Kai John Jang)


Summer  Studies: Hadoop and Spark for Big Data

Teaching Assistant: Data Mining (資料探勘)

Teaching Assistant: Intelligent Manufacturing Systems (智慧型製造系統)

Teaching Assistant: Introduction to Manufacturing Information and Systems (製造資訊與系統概論) 

Research Assistant: ASE Group (日月光半導體製造股份有限公司)                                                                         
     Wire Bond Equipment Health Monitoring and Predictive Maintenance Analysis
      打線機台健康監控與預測保養分析模組建立

Research Assistant: Tongtai Machine & Tool Co. (東台精機股份有限公司)
    Data Science and Statistical Process Control for Automatic Quality Control System of Machine Tool.
    資料科學與統計製程管制建立工具機自動化線上品管系統, 2017

Thesis
    An Empirical Study of Statistical Process Control and Data Science for Yield Enhancement in Machine Tool Industry
    應用統計製程管制與資料科學於工具機產業良率提升之實證研究

Publications:
Jang, Bo-Kai (張博凱), & Chia-Yen Lee, 2018. , Quality System Implementation of Machine Tool using Data Mining and Statistical Quality Control Methods. 2018 INFORMS International Conference, June 17-20, Taipei, Taiwan.

Zhao-Hong Dong (董昭宏), Bo-Kai Jang (張博凱), and Chia-Yen Lee, 2017. Equipment Health Monitoring in the Semiconductor Assembly Process. The 27th International Conference on Flexible Automation and Intelligent Manufacturing (FAIM2017), Jun. 27-30, Modena, Italy.

Grant: International Conference funded by Ministry of Science and Technology, Taiwan (MOST)
    科技部補助國內研究生出席國際學術會議

Award: Magna Cum Laude (third prize), 2017 Big Data Analytics Competition for Creative Insurance
            國泰大數據保險創意挑戰賽銅牌

Award: Honorable Mention, 2016 Big Data Analytics Competition for Semiconductor Manufacturing.
            2016半導體大數據分析競賽佳作        

Award: Master Thesis Award Honorable Mention at Production System Session in Chinese Institute of Industrial Engineers (CIIE)
     榮獲2018全國工業工程與管理碩士論文競賽 生產系統組 佳作


[14] 周百建 (Bai-Jian Allan Chou)


Summer  Studies: Foundations of Machine Learning

Teaching Assistant: Data Mining (資料探勘)

Teaching Assistant: Statistical Methods (統計方法)                                                                                                      

Teaching Assistant: Introduction to Manufacturing Information and Systems (製造資訊與系統概論) 

Special Skill: POLab Logo Designer (Logo1) (Logo2)

Lab Research Assistant: Deep Learning for Multi-Category Genome-Wide Association Studies
    深度學習技術於多類別全基因組關聯研究

Research Assistant: LCY Chemical Corp. (李長榮化學工業股份有限公司)
    Manufacturing Data Science for Price Forecasting of Petrochemical Raw Material and Purchasing Decision
    (製造數據科學於石化原料價格預測與採購決策, 2017)

Thesis:
    Data Science and Reinforcement Learning for Price Prediction and Procurement Decision
    of Petrochemical Raw Material
    料科學與強化學習於石化原物料之價格預測與採購決策

Publications:
Bai-Jian Chou (周百建), & Chia-Yen Lee, 2018. Data Mining For Price Forecasting of Petrochemical Raw Material. 2018 INFORMS International Conference, June 17-20, Taipei, Taiwan.

Grant: International Conference funded by Ministry of Science and Technology, Taiwan (MOST)
    科技部補助國內研究生出席國際學術會議
            
Award: Magna Cum Laude (third prize), 2017 Big Data Analytics Competition for Creative Insurance
            國泰大數據保險創意挑戰賽銅牌
 
Award: Honorable Mention, 2016 Big Data Analytics Competition for Semiconductor Manufacturing.
            2016半導體大數據分析競賽佳作

Award: Master Thesis Award at Information System Session in Chinese Institute of Industrial Engineers (CIIE)
     榮獲2018全國工業工程與管理碩士論文競賽 資訊系統組 優勝


[13] 曾蓁宜 (Chin-Yi Tseng)


Internship: Applied Materials Taiwan (台灣應用材料股份有限公司)
    Supply Chain Specialist (供應鏈工程師)

Summer  Studies: Complementarity Modeling in Energy Markets

Teaching Assistant: Intelligent Manufacturing Systems (智慧型製造系統)   

Teaching Assistant: Introduction to Manufacturing Information and Systems (製造資訊與系統概論)

Voluntary Worker, 2018 INFORMS International Conference                          

Research Assistant: 龍鼎生命科學股份有限公司
    Production Process Analysis and Supply-Demand Balance Optimization for the Moth Orchid Plant Factory               
    蝴蝶蘭植物工廠生產流程分析與產銷平衡最佳化

Research Assistant: 工業技術研究院/ 豐螺絲股份有限公司
    Semi-Automatic Multi-Objective Prodcution Scheduling System
    半自動化多目標生產排程系統

Lab Research Assistant: Data Envelopment Analysis for Nash Equilibrium in Multi-Level Electricity Market
    數據包絡分析法求解納許均衡於多階層電力市場

Thesis:
    Data Envelopment Analysis and Stochastic Mixed Complementarity Problem for
    Solving Nash Equilibrium in Two-level Coal--fired Electricity Market
    以資料包絡分析法與隨機混和互補問題求解納許均衡於雙階燃煤電力市場

Publications:
Tseng, Chin-Yi (曾蓁宜),  Cheng-Man Wu (吳承璊), Chia-Yen Lee, Shun-Chieh Lin, Yi-Lin Chiang, & Chih-Yu Chen, 2018. Efficient Heuristic Algorithm of Forward-and-backward Production Scheduling For Fastener Manufacturer. 2018 INFORMS International Conference, June 17-20, Taipei, Taiwan.

Chin-Yi Tseng (曾蓁宜), Chia-Yen Lee, 2017. Data Envelopment Analysis for Nash Equilibrium in Two-Level Electricity Market. The 2017 The 2017 Annual Meeting of the Taiwan Efficiency and Productivity Association, Nov. 25, 2017, National Taiwan University, Taiwan.

Jia-Ying Cai (蔡佳盈), Chin-Yi Tseng (曾蓁宜), and Ting-Syun Huang (黃亭勳), 2017. Work Study and Simulation Optimization of Supply-Demand Balancing in the Moth Orchid Plant Factory. The 27th International Conference on Flexible Automation and Intelligent Manufacturing (FAIM2017), Jun. 27-30, Modena, Italy.

Award: Magna Cum Laude (third prize), 2017 Big Data Analytics Competition for Creative Insurance
            國泰大數據保險創意挑戰賽銅牌

Award: Honorable Mention, 2016 Big Data Analytics Competition for Semiconductor Manufacturing.
            2016半導體大數據分析競賽佳作

Award: Master Thesis Award at Operation Research Session in Chinese Institute of Industrial Engineers (CIIE)
     榮獲2018全國工業工程與管理碩士論文競賽 作業研究組 優勝


[12] 黃亭勳 (Ting-Syun Tommy Huang)


Teaching Assistant: Operations Research (作業研究)    

Voluntary Worker, 2018 INFORMS International Conference    

On-Site Research Assistant: 龍鼎生命科學股份有限公司
    Production Process Analysis and Supply-Demand Balance Optimization for the Moth Orchid Plant Factory               
    蝴蝶蘭植物工廠生產流程分析與產銷平衡最佳化 (電力契約容量分析)

Research Assistant: Aliya Corp. (愛利雅科技股份有限公司)
    Bandwidth Signal Analysis and Remaining Useful Life Prediction of  Motor Vibration
    感應馬達設備振動訊號與壽命預測數據分析

Thesis:
    Data Science for Remaining Useful Life Prediction and Predictive Maintenance of Electric Motor
    資料科學於電動馬達剩餘壽命預測與預測保養

Publications:
Huang, Ting-Syun (黃亭勳), Chia-Yen Lee, Meng-Kun Liu, & Chen-Yang Lan, 2018. Data Mining For Time-series Bandwidth Signal Analysis of Electric Motor. 2018 INFORMS International Conference, June 17-20, Taipei, Taiwan.

Jia-Ying Cai (蔡佳盈), Chin-Yi Tseng (曾蓁宜), and Ting-Syun Huang (黃亭勳), 2017. Work Study and Simulation Optimization of Supply-Demand Balancing in the Moth Orchid Plant Factory. The 27th International Conference on Flexible Automation and Intelligent Manufacturing (FAIM2017), Jun. 27-30, Modena, Italy.

Award: Magna Cum Laude (third prize), 2017 Big Data Analytics Competition for Creative Insurance
            國泰大數據保險創意挑戰賽銅牌

Award: Honorable Mention, 2016 Big Data Analytics Competition for Semiconductor Manufacturing.
            2016半導體大數據分析競賽佳作


[11] 董昭宏 (Zao-Hung Henry Dong)


Summer  Studies: Complementarity Modeling in Energy Markets

Teaching Assistant: Operations Research (作業研究)

Teaching Assistant: Intelligent Manufacturing Systems (智慧型製造系統)

Lab Research Assistant: Advanced Studies in Statistical Process Control (統計製程管制之進階研究)

Research Assistant: ASE Group (日月光半導體製造股份有限公司)                                                                         
     Wire Bond Equipment Health Monitoring and Predictive Maintenance Analysis
      打線機台健康監控與預測保養分析模組建立

Thesis:
    Equipment Health Index for Fault Detection and Classification: An Empirical Study of Semiconductor Assembly Fabrication
    機台健康指標於異常偵測與診斷:以半導體封裝廠為實證

Publications:
Zhao-Hong Dong (董昭宏), Bo-Kai Jang (張博凱), and Chia-Yen Lee, 2017. Equipment Health Monitoring in the Semiconductor Assembly Process. The 27th International Conference on Flexible Automation and Intelligent Manufacturing (FAIM2017), Jun. 27-30, Modena, Italy.

Award: Magna Cum Laude (second prize), 2016 Big Data Analytics Competition for Semiconductor Manufacturing.
            2016半導體大數據分析競賽第二名

Award: Master Thesis Award Honorable Mention at Production System Session in Chinese Institute of Industrial Engineers (CIIE)
     榮獲2017全國工業工程與管理碩士論文競賽 生產系統組 佳作


[10] 蔡佳盈 (Jia-Ying Helen Cai)


Teaching Assistant: Productivity and Efficiency Analysis (生產力與效率分析)

On-Site Research Assistant: 龍鼎生命科學股份有限公司
    Production Process Analysis and Supply-Demand Balance Optimization for the Moth Orchid Plant Factory
    蝴蝶蘭植物工廠生產流程分析與產銷平衡最佳化

Lab Reserach Assistant: Advanced Research on Data Envelopment Analysis 數據包絡分析法之前瞻研究

Thesis:
    LASSO Variable Selection in Data Envelopment Analysis and Convex Nonparametric Least Squares    
    套索迴歸變數挑選於資料包絡分析法及凸性無母數最小平方法
   
Publications:
Jia-Ying Cai (蔡佳盈), Chin-Yi Tseng (曾蓁宜), and Ting-Syun Huang (黃亭勳), 2017. Work Study and Simulation Optimization of Supply-Demand Balancing in the Moth Orchid Plant Factory. The 27th International Conference on Flexible Automation and Intelligent Manufacturing (FAIM2017), Jun. 27-30, Modena, Italy.

Cai, Jia-Ying (蔡佳盈), and Chia-Yen Lee, 2016. LASSO Variable Selection Techniques in Data Envelopment Analysis (LASSO變數選取技術於數據包絡分析法). The 17th Asia Pacific Industrial Engineering and Management Systems Conference (APIEMS2016), Dec. 7-10, 2016, Taipei, Taiwan.

Grant: International Conference funded by Ministry of Science and Technology, Taiwan (MOST)
    科技部補助國內研究生出席國際學術會議

Grant: International Conference funded by National Cheng Kung University (NCKU)
    國立成功大學研究生出席國際學術會議

Award: Best Student Paper Award, the 27th International Conference on Flexible Automation and Intelligent Manufacturing (FAIM2017) .(June 2017)
    榮獲2017彈性自動化與智慧製造國際研討會最佳學生論文獎

Award: Best Student Paper Award, The 17th Asia Pacific Industrial Engineering and Management Systems Conference (APIEMS) .(Dec. 2016)
    榮獲2016亞太工業工程與管理系統國際研討會最佳學生論文獎

Award: Magna Cum Laude (second prize), 2016 Big Data Analytics Competition for Semiconductor Manufacturing.
            2016半導體大數據分析競賽第二名


[9] 洪紹嚴 (Shao-Yen Hung)


R系列筆記 Google Search Rank #1

Teaching Assistant: Data Mining (資料探勘)
    R Language Lectures for Data Mining- Theory and Practice
    資料探勘R語言教學- 理論與實務

Teaching Assistant: Mind of Strategist (企業參謀:思考的技術)

On-Site Research Assistant: ASE Group (日月光半導體製造股份有限公司)
    SPC Big Data: Data Mining for Delamination Diagnosis in the Semiconductor Assembly Process.                               
    統計製程管制大數據:以資料探勘改善半導體封裝製程良率於脫層現象分析

Lab Reserach Assistant: Text Mining for Deep Critical Thinking 文字探勘與深度思考推論

Thesis:
    Data Science for Delamination Diagnosis in the Semiconductor Assembly Process
    資料科學於半導體封裝製程之脫層分析

Publications:
Shao-Yen Hung (洪紹嚴), Yung-Lun Lin (林永倫), and Chia-Yen Lee, 2017. Data Mining for Delamination Diagnosis in the Semiconductor Assembly Process. The 27th International Conference on Flexible Automation and Intelligent Manufacturing (FAIM2017), Jun. 27-30, Modena, Italy.

Grant: International Conference funded by National Cheng Kung University (NCKU)
    國立成功大學研究生出席國際學術會議

Award: Magna Cum Laude (second prize), 2016 Big Data Analytics Competition for Semiconductor Manufacturing.
            2016半導體大數據分析競賽第二名

Award: Master Thesis Award at Production System Session in Chinese Institute of Industrial Engineers (CIIE)
     榮獲2018全國工業工程與管理碩士論文競賽 生產系統組 優勝


[8] 蔡宗倫 (Tsung-Lun Lun Tsai)


Article: Jul. 21, 2017  We are the world: Environment, Energy, and Sustainability

Internship: Taiwan Semiconductor Manufacturing Company (tsmc, 台灣積體電路股份有限公司)

Teaching Assistant: Statistical Methods (統計方法)
    R Language Lectures for Statistical Method- Theory and Practice
    統計方法R語言教學- 理論與實務

Teaching Assistant: Mind of Strategist (企業參謀:思考的技術)

On-Site Research Assistant: Etu (知意圖股份有限公司)/ Innolux  (群創光電股份有限公司)
    Intelligent Production Automation: Data Mining for Yield Improvement of Color Filter in TFT-LCD Manufacturing.
    生產智慧自動化平台先導計畫- 以資料探勘技術改善TFT-LCD彩色濾光片製程之良率

On-Site Research Assistant: 成大醫院外科加護病房 (NCKU Hospitals Surgical Intensive Care Unit)
    Data Science for Key Success Factors and Prediction Models of Extubation in Intensive Care Unit
    資料科學於外科加護病房拔管預測模型與關鍵成功因素探討

Thesis:
    Data Science and Bayesian Decision in Extubation Prediction of Surgical Intensive Care Unit
    外科手術加護病房拔管資料科學預測與貝氏決策

Publication:
Lee, Chia-Yen, and Tsung-Lun Tsai, 2018. Data Science Framework for Variable Selection, Metrology Prediction, and Process Control in TFT-LCD Manufacturing. Accepted in Robotics and Computer-Integrated Manufacturing.

Tsung-Lun Tsai (蔡宗倫), and Chia-Yen Lee, 2017. Data Mining for Yield Improvement of Photo Spacer Process in Color Filter Manufacturing. The 27th International Conference on Flexible Automation and Intelligent Manufacturing (FAIM2017), Jun. 27-30, Modena, Italy.

蔡宗倫、黃敏信、李家岩、賴吾為,2017。資料科學於外科手術加護病房拔管預測與貝氏決策,中華民國重症醫學會第六屆第四次會員大會暨2017聯合學術年會,Oct. 21, 2017, 中國醫藥大學,台灣。

Grant: International Conference funded by Ministry of Science and Technology, Taiwan (MOST)
    科技部補助國內研究生出席國際學術會議

Grant: International Conference funded by National Cheng Kung University (NCKU)
    國立成功大學研究生出席國際學術會議

Award: Magna Cum Laude (second prize), 2016 Big Data Analytics Competition for Semiconductor Manufacturing.
            2016半導體大數據分析競賽第二名

Award: 斐陶斐榮譽學會會員 (The Phi Tau Phi Scholastic Honor Society) (2017)
 

[7] 林永倫 (Yung-Lun Marcus Lin)


Internship: Taiwan Semiconductor Manufacturing Company (tsmc, 台灣積體電路股份有限公司)

Teaching Assistant: Operations Research Applications (作業研究應用與實作)

On-Site Research Assistant: ASE Group (日月光半導體製造股份有限公司)
    SPC Big Data: Data Mining for Delamination Diagnosis in the Semiconductor Assembly Process.
    統計製程管制大數據:以資料探勘改善半導體封裝製程良率於脫層現象分析

Thesis: Optimal Computing Budget Allocation for Virtual Material Quality Investigation System and Bargaining Strategy
    以最佳模擬預算分配法發展虛擬物料品質檢測系統與議價策略
    
Publications:
Shao-Yen Hung (洪紹嚴), Yung-Lun Lin (林永倫), and Chia-Yen Lee, 2017. Data Mining for Delamination Diagnosis in the Semiconductor Assembly Process. The 27th International Conference on Flexible Automation and Intelligent Manufacturing (FAIM2017), Jun. 27-30, Modena, Italy.

Lin, Yung-Lun (林永倫) and Chia-Yen Lee, 2015. Optimal Computing Budget Allocation for Virtual Material Quality Investigation (以最佳模擬預算分配法發展虛擬物料品質檢測系統). 2015 Chinese Institute of Industrial Engineers (CIIE) Conference & Annual Meeting, Taichung, Taiwan.

Patent:
Lee, Chia-Yen and Yung-Lun Lin (林永倫), 2018. Virtual Material Quality Investigation System (虛擬物料品質檢測系統). Taiwan Patent: 106-023BP-TW1.

Award: Master Thesis Award at Production System Session in Chinese Institute of Industrial Engineers (CIIE)
     榮獲2016全國工業工程與管理碩士論文競賽 生產系統組 優勝


[6] 曾俊樺 (Jun-Hua Kevin Zeng)


Article: Jul. 14, 2016  改變台灣-從自己做起

Teaching Assistant: Data Mining (資料探勘)

On-Site Resarch Assistant: Industrial Technology Research Institute (ITRI, 工業技術研究院)
    Hybrid Fault Detection and Classification Technique for Time Series Pattern
    複合式在製品缺陷分類技術

Thesis: Data Mining for Genome-Wide Association Studies: An Empirical Study of Han Chinese Patients with Bipolar Disorder
   
資料探勘技術於全基因組關聯研究-以漢族雙極症疾患為例

Publicaitons:
Zeng, Jun-Hua (曾俊樺), 林順傑, Chia-Yen Lee, 簡裕峰, 夏啟峻, 蔡煥文 and 葉峻賓. Three-Phase Automatic Fault Detection Technique for Time-Series Dataset (時間序列資料之三階段自動化錯誤偵測技術). The 2015 Conference on Technologies and Applications of Artificial Intelligence (TAAI 2015), Nov. 20-22, 2015, Tainan City, Taiwan.

Zeng, Jun-Hua (曾俊樺), Chia-Yen Lee, 李聖玉, 郭柏秀, 陸汝斌, 2015. Data Mining for Genome-Wide Association Studies: An Empirical Study of Han-Chinese Patients with Bipolar Disorder (資料探勘技術於全基因組關聯研究-以漢族雙極症疾患為例). 2015 Chinese Institute of Industrial Engineers (CIIE, 中國工業工程年會) Conference & Annual Meeting, Taichung, Taiwan.

Award: Honorable Mention, 2015 Big Data Analytics for  Semiconductor Manufacturing
            2015半導體大數據競賽佳作

Award: Master Thesis Award at Biomedical Sciences of Ke-Lin Technology 科林科技論文獎, NCKU
           
國立成功大學105年度科林科技論文獎 (生物醫學獎)


[5] 梁家隆 (Chia-Lung Leon Liang)


Article: Jul. 13, 2016  教育的反思-老師與學生間的關係

Teaching Assistant: Intelligent Manufacturing Systems (智慧型製造系統)

On-Site Research Assistant: HAN LIN PUBLISHING CO.(翰林教育文化出版事業股份有限公司)
     Data Mining for Printing Forecast and Decision in Educational Publisher
     以資料探勘技術建構教育出版業印量預測模型之決策架構

Thesis: Manufacturer's Printing Decision and Contract Design Optimization under Information Asymmetry: An Empirical
     Study of Taiwan Educational Publishing
     在資訊不對稱下建構製造商印量決策與合約設計最佳化: 以台灣教育出版業為實證研究

Publications:
Lee, Chia-Yen, and Chia-Lung Liang (梁家隆), 2018. Manufacturer's Printing Forecast, Reprinting Decision, and Contract Design in the Educational Publishing Industry. Accepted in Computers & Industrial Engineering.

Liang, Chia-Lung (梁家隆), Chia-Yen Lee, 莊雅雯, 2015. Data Mining for Forecasting Printing and Reprint Decision in Educational Publishing Industry (以資料探勘與隨機規劃技術建構教育出版業印量預測與再版決策架構). 2015 Chinese Institute of Industrial Engineers (CIIE, 中國工業工程年會) Conference & Annual Meeting, Taichung, Taiwan.

Award: Master Thesis Award at Empirical Study Session in Chinese Institute of Industrial Engineers (CIIE)
     榮獲2016全國工業工程與管理碩士論文競賽 實務個案組 優勝

Award: Best Industry-University Research Award  (科技部工程司產學成果優良獎)


[4] 孫維君 (Wei-Chun Vicky Sun)


Teaching Assistant: Operations Research (作業研究)

On-Site Research Assistant: NCKU Research Center for Energy Technology and Strategy (國立成功大學能源科技與策略研究中心)
    
Biofuel Regional Economy and Supply Chain Optimization
     生質能源之經濟效益分析與供應鏈設計最佳


Lab Reserach Assistant: Advanced Research on Data Envelopment Analysis 數據包絡分析法之前瞻研究

Thesis: Biodiesel Economic Analysis and Global Supply Chain Stochastic Optimization (Photo)
    生質柴油之經濟分析與跨國供應鏈隨機最佳化

Publications:
Sun, Wei-Chun (孫維君) and Chia-Yen Lee, 2015. Biodiesel Economic Evaluation and Biomass Global Supply Chain Stochastic Optimization (生質柴油經濟效益評估與生物質全球供應鏈隨機最佳化). 2015 Chinese Institute of Industrial Engineers (CIIE, 中國工業工程年會) Conference & Annual Meeting, Taichung, Taiwan.

Award: Best Paper for 2015 Chinese Institute of Industrial Engineers (CIIE) Conference & Annual Meeting (Dec. 2015) (Photo1, Photo2)
    中國工業工程學會104學年度年會暨學術研討會最佳論文獎


[3] 吳民友 (Min-You Mio Wu)
     

Article: Nov. 25, 2015  一個不被放棄的魯蛇

Internship: Taiway Industry Co. (台惟工業股份有限公司)

Teaching Assistant: Intelligent Manufacturing Systems (智慧型製造系統)

On-Site Research Assistant: Industrial Technology Research Institute (工業技術研究院)
    Implementation of Multi-Objective Job-Shop Scheduling System (多目標生產排程系統)

On-Site Research Assistant: San Sing Fastech Co. (三星科技股份有限公司)
    Equipment Utilization Analysis and Scheduling Decision Support System for Steel Nut Manufacturer
    鋼鐵螺帽製造廠車台稼動率分析與排程決策支援系統

Thesis: Multi-Objective Stochastic Scheduling Optimization: A Study of Auto Parts Manufacturer in Taiwan (Photo)
    多目標隨機排程最佳化:以台灣汽車零組件製造商為例

Publications:
Wu, Min-You (吳民友) and Chia-Yen Lee, 2015. Sampling-based NSGA-II for Stochastic Scheduling in Auto Parts Manufacturer (抽樣多目標遺傳演算法於汽車零組件製造商之隨機排程最佳化). 2015 Chinese Institute of Industrial Engineers (CIIE, 中國工業工程年會) Conference & Annual Meeting, Taichung, Taiwan.

Award: Master Thesis Award at Operations Research Session in Chinese Institute of Industrial Engineers (CIIE)
     榮獲2016全國工業工程與管理碩士論文競賽 作業研究組 優勝


[2] 劉韋億 (Wei-Yi Liu) - under the supervision of professor Taho Yang, and Chia-Yen coadvice.
     

Reserach Assistant: Gintech Energy Corporation (昱晶能源科技股份有限公司)
 
Thesis: The use of simulation and multiple criteria decision-making methods in solving the solar cell industry layout design problem.
          結合模擬與多準則決策分析求解太陽能電池廠導入單元工程佈置問題
 
Publications:
Liu, Wei-Yi, Chia-Yen Lee, T. Yang, J.-C. Lu (Sept. 2013). Simulation Model and Multi-Criteria Decision Making for Layout Design of Cellular Manufacturing in a Solar Cell Manufacturer. Joint Symposium of e-Manufacturing & Design Collaboration (eMDC) and International Symposium on Semiconductor Manufacturing (ISSM), Hsinchu, Taiwan
       
Award: Master Thesis Award Honorable Mention of Chinese Institute of Industrial Engineers (CIIE)
        榮獲2013工業工程學會碩士論文競賽生產系統組佳作


[1] 林書弘 (Shu-Hung Lin)- under the supervision of professor Taho Yang, and Chia-Yen coadvice.
     

Reserach Assistant: Gintech Energy Corporation (昱晶能源科技股份有限公司)
 
Thesis: Two-phase simulation-optimization given customer acceptance requirements for vendor selection and order allocation.
          兩階段模擬最佳化探討太陽能電池製造商在特定允收條件下之選商與訂單分配之研究
 
Publications:
Lin, Shu-Hung, Chia-Yen Lee, T. Yang, J.-C. Lu (Sept. 2013). Two-Phase Simulation Optimization for Vendor Selection and Order Allocation in a Solar Cell Manufacturer. Joint Symposium of e-Manufacturing & Design Collaboration (eMDC) and International Symposium on Semiconductor Manufacturing (ISSM), Hsinchu, Taiwan.
       
Award: Master Thesis Award of Chinese Institute of Industrial Engineers (CIIE); 獲得2013工業工程學會碩士論文競賽生產系統組優勝
      Thesis Award of Supply Chain Mgmt by Chinese Management Association; 獲得2013中華民國管理科學學會供應鏈管理碩士論文獎優勝

Award: 斐陶斐榮譽學會會員 (The Phi Tau Phi Scholastic Honor Society) (2013)



   MBA in Engineering Management, NCKU

[20] 沈柏丞

[19] 林穎嬅

[18] 謝宗達

[17] 林宛儒

[16] 陳靖方

[15] 詹晨偉

[14] 盧宣文

[13] 黃豊哲

[12] 許嘉倪

[11] 劉信岦

[10] 林暉凱 (Hui-Kai Lin)
        Wire Rod Price Forecast for Fastener Industry
        扣件業盤元價格預測

[9] 黃輝隆 (Hui-Lung Huang)
        Order Forecasting for Inventory Management System Development— An Empirical Study of Automobile Parts Manufacturing
        從訂單預測之觀點建立存貨管理系統- 以汽機車零件製造業為例
 
[8] 羅凱鳴 (Kai-Ming Luo)
        Analytic Network Process for Dispatching of Mobile Debris Flow Monitoring Station.
        應用分析網路程序法於行動式土石流觀測站派遣之研究

[7] 黃正宏 (Tim)

[6] 周奕任 (Yi-Ren Chou)
      Fire Vehicle Dispatching and Deployment Optimization for Building Fire.
      建築物火警車輛派遣與配置最佳化
      Award: Honorable Mention, Master Thesis Award at 2017 Service Science Society of Taiwan (Oct. 2017)
                  台灣服務科學學會學術研究獎 碩士在職專班組 佳作

[5] 陳偉欽 (Wei-Chin Sizemore Chen)
      Using Mathematical Programming and Meta-heuristic Methods to Optimize the Design of Die-cuts for Angle-Constrained Product.
      利用數學規劃與萬用啟發式演算法最佳化角度限制產品之刀模設計
      Award: 2018富邦人壽管理碩士論文獎EMBA組 佳作 (Aug. 2018)

[4] 鄧學賢 (Shueh-Shien Alex Teng)
      A Study of Taguchi Method for Robust Parameters Design Problems in Shot Peening Process of Engine Repair
      運用田口方法求解發動機維修珠擊製程參數穩健設計之研究

[3] 陳凱緯 (Kai-Wei Kerry Chen)
      Decision Tree and Data Mining Models for Product Upgrade Decision: An Empirical Study of Uninterruptible Power Supply Company in Taiwan
      以決策樹與資料探勘模型改善產品升級決策- 以台灣不斷電系統公司為例

[2] 張和健 (Ho-Chien Chang)
      Dynamic Industry Analysis for Grand Alliance in Taiwan TFT-LCD Industry
      以動態產業分析研究台灣TFT-LCD面板產業聯盟模式

[1] 江明建 (Ming-Chien Tomas Chiang)
      Optimization of Capacity Planning and Production Control Process in TFT-LCD Industry
      優化TFT-LCD 面板產業產能規劃與生產管制作業流程

  Undergraduate (project in computer science), NCKU

[9] 陳冠宇, 張庭維
      Machine learning for remaining useful life prediction of bearings
      機器學習於軸承剩餘壽命預測

[8] 張睿, 馮義程
      Reinforcement Learning in Stock Trading System
      強化學習於股票交易之應用

[7] 楊智丞, 鄭宇軒, 黃祺晏, and 王晉鋒
      Diet Problem and Attractions Routing Optimization
      飲食規劃與景點路徑最佳化

[6] 呂開誠, 徐偉倫 (coadvised with Professor Sun-Yuan Hsieh)
      Diffusion Forecasting for Zika Virus
      茲卡病毒之擴散預測

[5] 吳欣燁, 林詠倫
      Text Mining for the Geek Culture
      宅男文化之文字探勘

[4] 李季紘
      Data Mining and Feature Selection for TFT-LCD Black Matrix Process
      以資料探勘建立工程參數篩選機制於TFT-LCD黑色矩陣製程

[3] 陳建旭, 鄭佩怡
      Internship: San Sing Fastech Co. 三星科技股份有限公司
      Equipment Utilization Analysis and Scheduling Decision Support System for Steel Nut Manufacturer
      鋼鐵螺帽製造廠車台稼動率分析與排程決策支援系統

[2] 蔡宗倫, 洪紹嚴, 連炤越
      Data Mining for Predicting Excitement of Education Donation
      以資料探勘建立教育捐款之預測模型

[1] 顧凱云 (Kai-Yun Ku)
      Data Mining for Bio-Chip Analysis: A Study of Breast Cancer
      資料探勘於生物晶片之應用:以乳癌為例