People

      "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/ Talk Sharing (In Chinese)

Sept. 28, 2020  愛與無限大

Aug. 22, 2020  抓大放小?

Jun. 01, 2020  數據科學小體會

Apr. 05, 2020  標竿學習的意涵

Feb. 08, 2020  「命」大不同

Jan. 31, 2020  企業興衰與管理科學初探

Jan. 05, 2020  教與學

Dec. 02, 2019  <幕僚的宿命>推薦序
在這本書,你可能會看到你公司的影子!

Oct. 29, 2019  生與死的小自省

Sep. 28, 2019  愛與自律 (教師節感觸)

Aug. 16, 2019  成功者的邏輯三探

Jun. 01, 2019  所長的話 (與畢業生共勉)

Jun. 01, 2019  窮理致知 (與畢業生共勉)

May 13, 2019  文字的力量

Mar. 06, 2019  過程與結果

Sep. 28, 2018  愛與相信 (教師節感觸)

Sep. 13, 2018  論定位



July. 20, 2018  成功者的邏輯再探

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

Jan. 19, 2018  成功者的邏輯初探

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!!??



  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~~                                                                                                                                

  Master in IM, NTU


[5] 張智鈞 (Chih-Chun Chang)


Linkedin

Rookie Camp Sharing: PHM and Deep Learning

Summer Studies: In-Line Predictive Monitoring Framework

Individual Studies: Prognostics and Health Management (PHM) and Energy Saving for Chiller Optimization

Teaching Assistant: Manufacturing Data Science (製造數據科學)




[4] 宋亭遠 (Ting-Yuan Song)


Linkedin

Rookie Camp Sharing: Deep Reinforcement Learning and Traffic Control

Summer Studies: Text Mining with News Sentiment Analysis for Price Prediction

Individual Studies: Bidirectional Encoder Representations from Transformers (BERT) and Supervised Attention

Teaching Assistant: Management Mathematics (管理數學)




[3] 張鎧 (Kai Chang)


Linkedin

Rookie Camp Sharing: Meta-Heuristic Algorithms for Production Scheduling

Individual Studies: Heuristic for Production Scheduling in Textile Manufacturer

Preventive Maintenance Optimization

Teaching Assistant: Management Mathematics (管理數學)


[2] 沈宏穎 (Hung-Ying Shen)


Linkedin

Rookie Camp Sharing: XAI: SHAP and LIME

Individual Studies: Yield Prediction and Preventive Maintenance Optimization in TFT-LCD Manufacturer

Teaching Assistant: Manufacturing Data Science (製造數據科學)


[1] 吳延東 (Yen-Tung Wu)


Linkedin

Rookie Camp Sharing: Stochastic Data Envelopment Analysis and DEA with Python

Summer Studies: Productivity and Efficiency Analysis/ Data Envelopment Analysis

Individual Studies: Symbolic Regression with Regularization for Production Function Estimation

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


  Undergraduate (project in Information Management), NTU

[1] 林大禾、許芸嘉、陳柄瑞、黃季昕、康崴、盧冠均




  Ph.D. in IMIS, NCKU

[6] 楊潓賢 (Hui-Xian Yang)


Linkedin

Rookie Camp Sharing: Image Processing and Pattern Recognition

Summer Studies: Image Recognition for Microchip Lead Inspection




[5] 沈柏丞 (Po-Cheng Shen)


Linkedin

Summer  Studies: Elements of Statistical Learning: Data Mining, Inference, and Prediction

Summer Studies: Deep Learning and CNN

Individual Studies: Incomplete Dataset and Re-check Mechanism for Overkill False Alarm

Teaching Assistant: Data Mining (資料探勘)

Certificate: 2019 Intelligent Production Scheduling System Workshop (智慧生產排程系統研習會)

Research Assistant: ASE Group (日月光半導體製造股份有限公司)
       Strip Map Analysis of the Substrate in the Chip Bond Process of the Semiconductor Equipment
       半導體設備Strip Map分析之製程精進, 2020

        Root Cause Identification of Wafer Bin Map in Semiconductor Equipment
       半導體設備晶圓分析之追因行動 2019

Thesis:
    Deep Learning for Wafer Bin Map Recognition and  Quality Re-Inspection System
    深度學習於晶圓圖辨識與品檢覆判系統

Award:
Master Thesis Award at Empirical Study Session in Chinese Institute of Industrial Engineers (CIIE) (July 2020)
榮獲中國工業工程學會碩士論文獎 [實務個案組] 優勝!
Deep Learning for Wafer Bin Map Recognition and  Quality Re-Inspection System
深度學習於晶圓圖辨識與品檢覆判系統

Master Thesis Award at 2020 Operations Research Society of Taiwan (ORSTW) (Nov. 2020)
2020台灣作業研究學會碩博士論文競賽 優勝



[4] 盧宣文 (Hsuan-Wen Lu)


Linkedin

Summer  Studies: Remaining Useful Life Prediction of Sensor Signals

Summer  Studies: Elements of Statistical Learning: Data Mining, Inference, and Prediction

Summer Studies: Predictive Maintenance (PdM) and its Methodologies

Individual Studies: Prognostics and Health Management (PHM) and Data Quality Investigation

Teaching Assistant: Data Mining (資料探勘)

Teaching Assistant: Mathematical Programming for Scheduling/ Python排程數學規劃教學
    2018 Intelligent Production Scheduling System Workshop (智慧生產排程系統研習會)

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

Research Assistant: 西柏容 Seberon

Research Assistant: LCY Chemical Corp. (李長榮化學工業股份有限公司)
    Continousou-flow Production Scheduling Algorithm for Petrochemical Batch Processes
    化工連續流生產排程演算法, 2019

Thesis:
    Kernel-Density Dynamic Ensemble Technique for Predictive Maintenance
    發展核密度動態集成技術於預測保養

Publications:
    Lu, Hsuan-Wen (盧宣文), and  Chia-Yen Lee, 2019. Kernel-Density Dynamic Ensemble Technique for Predictive Maintenance (發展核密度動態集成技術於預測保養). 2019 Chinese Institute of Industrial Engineers (CIIE) Conference & Annual Meeting, Nov. 23, 2019, National Taipei University of Technology, Taipei, Taiwan.

Award:
Honorable Mention of Master Thesis Award at Information System Session in Chinese Institute of Industrial Engineers (CIIE) (July 2020)
榮獲中國工業工程學會碩士論文獎 [資訊系統組] 佳作!
Kernel-Density Dynamic Ensemble Technique for Predictive Maintenance
發展核密度動態集成技術於預測保養


[3] 黎耀文 (Yao-Wen Li)


Linkedin

Rookie Camp Sharing: Elements of Statistical Learning: Data Mining, Inference, and Prediction





[2] 陳偉欽 (Wei-Chin Sizemore Chen)


Linkedin

Summer  Studies: Scheduling: Theory, Algorithms, and Systems

Rookie Camp Sharing: Hybrid of Mathematical Programming and Metaheuristic Algorithm

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)


[1] 陳柏勳 (Bo-Syun Chen)


Linkedin

Summer Studies: Deep Learning and CNN

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


[34] 呂孟修 (Meng-Xiu Lu)


Linkedin

Rookie Camp Sharing: Stochastic Programming and Robust Optimization

Summer Studies: Classification for Wafer Bin Map Analysis

Research Assistant: ASE Group (日月光半導體製造股份有限公司)
       Strip Map Analysis of the Substrate in the Chip Bond Process of the Semiconductor Equipment
       半導體設備Strip Map分析之製程精進, 2020


[33] 施智臏 (Zhi-Bin Shih)


Linkedin

Rookie Camp Sharing: Scheduling: Theory, Algorithms, and Systems

Summer Studies: Scheduling Principles and Experience

Individual Studies: Mathematical Programming for Production Scheduling in Textile Manufacturer


[32] 洪志宇 (Chih-Yu Hung)


Linkedin

Rookie Camp Sharing: Elements of Statistical Learning: Data Mining, Inference, and Prediction

Summer Studies: Frequency-Domain Mechanical Diagnosis

Individual Studies: Advanced Ppocess Control (APC) and Run-to-Run (R2R) Control

Research Assistant: Delta Electronics Inc. (台達電子工業股份有限公司)
    Diagnosis of the Mechanism with Multi-layer Architecture (IV)
    (以分層式架構進行機構之健康診斷(四), 2020)


[31] 楊舒惠 (Shu-Huei Yang)


Linkedin

Internship: Teaching Assistant for AI4Kids

Rookie Camp Sharing: Computer Age Statistical  Inference

Summer Studies: Nonparametric Regression via Variance-Adjusted Gradient Boosting Gaussian Process Regression

Individual Studies: Big Data Analytics of COVID-19 for Manufacturing Industry and Supply Chain

Research Assistant: Delta Electronics Inc. (台達電子工業股份有限公司)
    Diagnosis of the Mechanism with Multi-layer Architecture (IV)
    (以分層式架構進行機構之健康診斷(四), 2020)



[30] 歐子毓 (Tzu-Yu Ou)


Linkedin

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

Internship: Teaching Assistant for AI4Kids    
      
Undergraduate Project: Data Science for Hourse Price Prediction

Rookie Camp Sharing: Generative Adversarial Networks

Summer Studies: Process Improvement, Data Science, and Real-Time Monitoring for Operating Room

Individual Studies: Big Data Analytics and Dynamic Objects Detection in Hospital Operating Room

Award:
歐子毓、王蒂元
    Data science for hourse price prediction
    資料科學於房價預測
    成大資訊工程系109級大學部畢業專題展示會 佳作


[29] 方鈺學 (Yu-Hsueh Fang)


Linkedin

Internship: Teaching Assistant for AI4Kids

Undergraduate Project: Marginal Abatement Costs in Data Envelopment Analysis

Rookie Camp Sharing: Deep Reinforcement Learning

Summer Studies: Piecewise Linearization with Logarithmic Binary Variable Reduction

Individual Studies: pyStoNED Package Development

Individual Studies: Piecewise Linearization for Assortment and Bin-Packing Problems

Award:
方鈺學、歐子毓、何杰穎、林峰吉、鄧羽雯
 Topic: Decision Support System for Marginanl Abatement Costs of the Coal-fired Power Plants. 燃煤電廠邊際減排成本決策支援系統
 Award: 1st place, University Project Competition of 2020 Operations Research Society of Taiwan (June 2020)
 2020台灣作業研究學會大專校院專題競賽 資訊系統組 第一名

[28] 吳宗諭 (Tsung-Yu Wu)


Linkedin

Github: Cost Sensitive Method for Data Science

Summer  Studies: Genetic Algorithm for Job Shop Scheduling and NSGAII

Summer Studies: RNN, LSTM, and Time Series Forecast Techniques

Individual Studies: Deep Reinforcement Learning for Material Procurement Optimization

Teaching Assistant: Intelligent Manufacturing Systems (智能製造系統)

Certificate: 2019 Intelligent Production Scheduling System Workshop (智慧生產排程系統研習會)

Research Assistant: Formosa Technologies Corporation (台塑網科技股份有限公司)
    Artificial Intelligence Models for Oil Prices Forecast with Macroeconomic Variables
    總體經濟因子預測原油價格AI模型, 2020



[27] 陳彥彣 (Yen-Wen Chen)


Linkedin

Summer Studies: Deep Reinforcement Learning

Summer Studies: Productivity and Efficiency Analysis/ Data Envelopment Analysis

Individual Studies: Deep Reinforcement Learning for Data Envelopment Analysis

Teaching Assistant: Operations Research (作業研究)

Certificate: 2019 Intelligent Production Scheduling System Workshop (智慧生產排程系統研習會)

Research Assistant: Formosa Technologies Corporation (台塑網科技股份有限公司)
    Artificial Intelligence Models for Oil Prices Forecast with Macroeconomic Variables
    總體經濟因子預測原油價格AI模型, 2020



[26] 鄧羽雯 (Yu-Wen Teng)


Linkedin

Summer  Studies: Scheduling: Theory, Algorithms, and Systems

Summer  Studies: Genetic Algorithm for Job Shop Scheduling and NSGAII

Individual Studies: Deep Reinforcement Learning for Preventive Maintenance in Petrochemical Industry

Teaching Assistant: Operations Research (作業研究)

Certificate: 2019 Intelligent Production Scheduling System Workshop (智慧生產排程系統研習會)

Research Assistant: LCY Chemical Corp. (李長榮化學工業股份有限公司)
    Multi-Objective MFI-Production Scheduling Algorithm for Petrochemical Processes
    化工熔融指數生產排程多目標演算法, 2020


[25] 洪翊庭 (I-Ting Hong)


Linkedin

Github: SHAP

Summer  Studies: Elements of Statistical Learning: Data Mining, Inference, and Prediction

Summer Studies: Signal Analysis and Equipment Health Diagnosis

Teaching Assistant: Intelligent Manufacturing Systems (智能製造系統)

Certificate: 2019 Intelligent Production Scheduling System Workshop (智慧生產排程系統研習會)

Research Assistant: Delta Electronics Inc. (台達電子工業股份有限公司)
    Diagnosis of the Mechanism with Multi-layer Architecture (IV)
    (以分層式架構進行機構之健康診斷(四), 2020)

    Diagnosis of the Mechanism with Multi-layer Architecture (III)
    (以分層式架構進行機構之健康診斷(三), 2019)



[24] 沈柏丞 (Po-Cheng Shen)


Linkedin

Summer  Studies: Elements of Statistical Learning: Data Mining, Inference, and Prediction

Summer Studies: Deep Learning and CNN

Teaching Assistant: Data Mining (資料探勘)

Certificate: 2019 Intelligent Production Scheduling System Workshop (智慧生產排程系統研習會)

Research Assistant: ASE Group (日月光半導體製造股份有限公司)
        Root Cause Identification of Wafer Bin Map in Semiconductor Equipment
       半導體設備晶圓分析之追因行動 2019

Thesis:
    Deep Learning for Wafer Bin Map Recognition and  Quality Re-Inspection System
    深度學習於晶圓圖辨識與品檢覆判系統

Award:
Master Thesis Award at Empirical Study Session in Chinese Institute of Industrial Engineers (CIIE) (July 2020)
榮獲中國工業工程學會碩士論文獎 [實務個案組] 優勝!
Deep Learning for Wafer Bin Map Recognition and  Quality Re-Inspection System
深度學習於晶圓圖辨識與品檢覆判系統

Master Thesis Award at 2020 Operations Research Society of Taiwan (ORSTW) (Nov. 2020)
2020台灣作業研究學會碩博士論文競賽 優勝



[23] 詹京哲 (Jing-Jhe, Chan)


Linkedin

Rookie Camp Sharing: Prognostic and Health Management (PHM) and Bayesian Optimization

Summer  Studies: Computer Age Statistical Inference: Algorithms, Evidence and Data Science

Teaching Assistant: Data Mining (資料探勘)

Research Assistant: ASE Group (日月光半導體製造股份有限公司)
       Intelligent Classification Algorithm for Failure Diagnosis in Semiconductor Equipment
       半導體設備參數失效原因智能化分類, 2019

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:
    Chan, Jing-Jhe (詹京哲), and Chia-Yen Lee, 2019. Data Science Technique for Failure Diagnostic and Prognostic in Semiconductor Equipment (資料科學技術於半導體設備之故障診斷). The 2019 Annual Meeting of the Operations Research Society of Taiwan, Nov. 8, 2019, Central Police University, Taiwan.



[22] 何杰穎 (Chieh-Ying Ho)


Linkedin

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

Summer Studies: Deep Reinforcement Learning

Summer Studies: Multi-objective Reinforcement Learning for Scheduling

Teaching Assistant: Operations Research (作業研究)

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

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     

Research Assistant: LCY Chemical Corp. (李長榮化學工業股份有限公司)
    Continousou-flow Production Scheduling Algorithm for Petrochemical Batch Processes
    化工連續流生產排程演算法, 2019

Thesis:
    Multi-objective Genetic Algorithm and Reinforcement Learning for Petrochemical MFI-Production Scheduling
    多目標基因演算法與強化學習於石化工業熔融指數生產排程

Publications:
  Ho, Chieh-Ying (何杰穎), and Chia-Yen Lee, 2019. Machine Learning for Production Scheduling in Petrochemistry Industry (以機器學習於石化工業生產排程之研究). The 2019 Annual Meeting of the Operations Research Society of Taiwan, Nov. 8, 2019, Central Police University, Taiwan.

Award:
Master Thesis Award at Operations Research Session in Chinese Institute of Industrial Engineers (CIIE) (June 2019)
榮獲中國工業工程學會碩士論文獎 [作業研究組] 優勝!
Multi-objective Genetic Algorithm and Reinforcement Learning for Petrochemical MFI-Production Scheduling
多目標基因演算法與強化學習於石化工業熔融指數生產排程


[21] 林峰吉 (Feng-Chi Lin)


Linkedin

Summer  Studies: Forward and Backward Scheduling Integration

Summer Studies: Generative Adversarial Networks

Summer Studies: Scheduling Heuristic and Outsourcing Modelling

Teaching Assistant: Operations Research (作業研究)

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

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     

Research Assistant: 工業技術研究院/ 豐螺絲股份有限公司
    Back-end Process Semi-Automatic Prodcution Scheduling System
    後製程半自動化生產排程系統, 2019

Thesis:
    Heuristic Algorithm of Production Scheduling with Outsourcing Uncertainty in Fastener Manufacturer
    建構外包不確定性下啟發式演算法於扣件業生產排程

Publications:
    Lin, Feng-Chi (林峰吉), Chin-Yi Tseng, Chia-Yen Lee, 2019. Heuristic Algorithms for Production Scheduling of Fastener Manufacturer (啟發式演算法於五金扣件製造商之生產排程). 2019 Chinese Institute of Industrial Engineers (CIIE) Conference & Annual Meeting, Nov. 23, 2019, National Taipei University of Technology, Taipei, Taiwan.



[20] 盧宣文 (Hsuan-Wen Lu)


Linkedin

Summer  Studies: Remaining Useful Life Prediction of Sensor Signals

Summer  Studies: Elements of Statistical Learning: Data Mining, Inference, and Prediction

Summer Studies: Predictive Maintenance (PdM) and its Methodologies

Teaching Assistant: Data Mining (資料探勘)

Teaching Assistant: Mathematical Programming for Scheduling/ Python排程數學規劃教學
    2018 Intelligent Production Scheduling System Workshop (智慧生產排程系統研習會)

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

Research Assistant: LCY Chemical Corp. (李長榮化學工業股份有限公司)
    Continousou-flow Production Scheduling Algorithm for Petrochemical Batch Processes
    化工連續流生產排程演算法, 2019

Thesis:
    Kernel-Density Dynamic Ensemble Technique for Predictive Maintenance
    發展核密度動態集成技術於預測保養

Publications:
    Lu, Hsuan-Wen (盧宣文), and  Chia-Yen Lee, 2019. Kernel-Density Dynamic Ensemble Technique for Predictive Maintenance (發展核密度動態集成技術於預測保養). 2019 Chinese Institute of Industrial Engineers (CIIE) Conference & Annual Meeting, Nov. 23, 2019, National Taipei University of Technology, Taipei, Taiwan.

Award:
Honorable Mention of Master Thesis Award at Information System Session in Chinese Institute of Industrial Engineers (CIIE) (July 2020)
榮獲中國工業工程學會碩士論文獎 [資訊系統組] 佳作!
Kernel-Density Dynamic Ensemble Technique for Predictive Maintenance
發展核密度動態集成技術於預測保養


[19] 鄭宇翔 (Yu-Hsiang Cheng)


Linkedin

Summer  Studies: Bayesian MARS (multivariate adaptive regression spline)

Summer Studies: Signal Analysis and Equipment Health Diagnosis

Summer Studies: Nonparametric Regression and Classification

Teaching Assistant: Data Mining (資料探勘)

Teaching Assistant: Intelligent Manufacturing Systems (智能製造系統)

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

Research Assistant: Delta Electronics Inc. (台達電子工業股份有限公司)
    Diagnosis of the Mechanism with Multi-layer Architecture (III)
    以分層式架構進行機構之健康診斷(三), 2019

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     

Thesis:
     Data Science for Friction Estimation and Compensation on Equipment Health Management of CNC Machine
     資料科學於CNC機台健康管理之摩擦力估測與補償

Publications:
    Cheng, Yu-Hsiang (鄭宇翔), Chia-Yen Lee, and Chia-Ming Wu, 2019. Data Science for Friction Estimation and Compensation on CNC Machine (資料科學於CNC機台摩擦力估測與補償). 2019 Chinese Institute of Industrial Engineers (CIIE) Conference & Annual Meeting, Nov. 23, 2019, National Taipei University of Technology, Taipei, Taiwan.

Award:
Master Thesis Award at Production System Session in Chinese Institute of Industrial Engineers (CIIE) (July 2020)
榮獲中國工業工程學會碩士論文獎 [生產系統組] 優勝!
Data Science for Friction Estimation and Compensation on Equipment Health Management of CNC Machine
資料科學於CNC機台健康管理之摩擦力估測與補償

Honorable Mention of Master Thesis Award at 2020 Operations Research Society of Taiwan (ORSTW) (Nov. 2020)
2020台灣作業研究學會碩博士論文競賽 佳作



[18] 吳昭賢 (Chao-Shian James Wu)


Linkedin

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

Summer Studies: RNN, LSTM, and Sensor Prediction

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)

Teaching Assistant: Optimization Theory and Statistical Data Science (最佳化理論與統計數據科學)

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

Research Assistant: ASE Group (日月光半導體製造股份有限公司)
       Intelligent Classification Algorithm for Failure Diagnosis in Semiconductor Equipment
       半導體設備參數失效原因智能化分類

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     

Thesis:
     On-line Data Science Technique for Failure Diagnostic and Prognostic in Semiconductor Equipment
     線上資料科學技術於半導體設備之故障診斷與預警

Publications:
     Lee, Chia-Yen, Wu, Chao-Shian, and Hung, Yu-Hsin, 2020. In-line Predictive Monitoring Framework. Accepted in IEEE Transactions on Automation Science and Engineering.

Award: Master Thesis Award at Information System Session in Chinese Institute of Industrial Engineers (CIIE) (June 2019)
            榮獲中國工業工程學會碩士論文獎 [資訊系統組] 優勝!

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)


Linkedin

Summer  Studies: Python and Gurobi for Scheduling Optimization

Summer Studies: Scheduling Algorithm Design and Analysis

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)      

Teaching Assistant: Optimization Theory and Statistical Data Science (最佳化理論與統計數據科學)

Teaching Assistant: Artificial Intelligence for Scheduling/ Python排程AI演算法教學
    2018 Intelligent Production Scheduling System Workshop (智慧生產排程系統研習會)

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     

Thesis:
    An Empirical Study of Two-Phase Multi-Objective Genetic Algorithm for Lithography Scheduling in Semiconductor DRAM Fab
    兩階段多目標基因演算法於半導體DRAM黃光排程之實證研究

Publications:
Wu, Cheng-Man (吳承璊), & Chia-Yen Lee, 2019. Adaptive Genetic Algorithm for Lithography Scheduling in Semiconductor DRAM Fab. 2019 IEEE 15th International Conference on Automation Science and Engineering (CASE), 22-26 August, Vancouver, BC, Canada.

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: Master Thesis Award at Operations Research Session in Chinese Institute of Industrial Engineers (CIIE) (June 2019)
            榮獲中國工業工程學會碩士論文獎 [作業研究組] 優勝!

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

Honor: International Conference funded by EECS College, NCKU
            高校深耕計畫-108年度電資院補助出國學生獎助金

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


[16] 洪佑鑫 (Yu-Hsin Jeff  Hung)


Linkedin

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

Summer  Studies: Deep Reinforcement Learning

Summer Studies: Automatic Control, PSO, and Bayesian Optimization

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

Teaching Assistant: Optimization Theory and Statistical Data Science (最佳化理論與統計數據科學)

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

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     

Publications:
    Hung, Yu-Hsin, Chia-Yen Lee, Ching-Hsiung Tsai, Yen-Ming Lu, 2020. Parameter Estimation and Process Control for Health Management in Mechanical System. 2020 IEEE 16th International Conference on Automation Science and Engineering (CASE), Virtual Conference, 20-21 August 2020.

Thesis:
    Constrained Particle Swarm Optimization for Parameter Estimation and Health Maintenance in Three-Mass Resonant Servo Control System with Friction
    限制式粒子群最佳化於三質點饒性伺服控制系統與摩擦力之參數估計與健康保養

Publications:
     Lee, Chia-Yen, Wu, Chao-Shian, and Hung, Yu-Hsin, 2020. In-line Predictive Monitoring Framework. Accepted in IEEE Transactions on Automation Science and Engineering.
                                          
Award: Master Thesis Award at Production System Session in Chinese Institute of Industrial Engineers (CIIE) (June 2019)
            榮獲中國工業工程學會碩士論文獎 [生產系統組] 優勝!
                        
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    

Award: 斐陶斐榮譽學會會員 (The Phi Tau Phi Scholastic Honor Society) (2019)


[15] 張博凱 (Po-Kai John Chang)


Linkedin

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)


Linkedin

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)


Linkedin

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)


Linkedin

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:
Lee, Chia-Yen, Ting-Syun Huang, Meng-Kun Liu, and Chen-Yang Lan. 2019. Data Science for Vibration Heteroscedasticity and Predictive Maintenance of Rotary Bearings. Energies, 12 (5), 801.

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)


Linkedin

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)


Linkedin

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:
Lee, Chia-Yen, and Jia-Ying Cai (蔡佳盈). 2019. LASSO Variable Selection in Data Envelopment Analysis with Small Datasets. Accepted in Omega: The International Journal of Management Science.

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)


Linkedin

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:

Hung, Shao-Yen (洪紹嚴), Chia-Yen Lee, and Yung-Lun Lin (林永倫), 2019. Data Science for Delamination Prognosis and Online Batch Learning in Semiconductor Assembly Process. Accepted in IEEE Transactions on Components, Packaging and Manufacturing Technology.

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)


Linkedin

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. Robotics and Computer-Integrated Manufacturing, 55, 76-87.

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)


Linkedin

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:

Hung, Shao-Yen (洪紹嚴), Chia-Yen Lee, and Yung-Lun Lin (林永倫), 2019. Data Science for Delamination Prognosis and Online Batch Learning in Semiconductor Assembly Process. Accepted in IEEE Transactions on Components, Packaging and Manufacturing Technology.

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: I632470.

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)


Linkedin

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, Lam Research Corporation
           
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)


Linkedin

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. Computers & Industrial Engineering, 125, 678-687.

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)


Linkedin

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:
Lee, Chia-Yen, Wei-Chun Sun, and Yueh-Heng Li. 2019. Biodiesel Economic Evaluation and Biomass Planting Allocation Optimization in Global Supply Chain. Accepted in IEEE Transactions on Engineering Management.

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)
     

Linkedin

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.
     

Summer Studies: Simulation Optimization & AMHS

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

[21] 陳威黎

[20] 鄭淳仁

[19] 楊哲彥

[18] 沈柏丞 (Po-Cheng Shen)
        Deep Learning for Wafer Bin Map Recognition and Quality Re-Inspection System
        深度學習於晶圓圖辨識與品檢覆判系統
        Master Thesis Award at Empirical Study Session in Chinese Institute of Industrial Engineers (CIIE) (July 2020)
        榮獲中國工業工程學會碩士論文獎 [實務個案組] 優勝!
 
[17] 謝宗達 (Tsung-Ta Hsieh)
         Image Recognition for Product Defect Inspection in the Panel Industry
         影像辨識於面板產業之產品缺陷檢查
         Honorable Mention of Master Thesis Award at Empirical Study Session in Chinese Institute of Industrial Engineers (CIIE) (July 2020)
         榮獲中國工業工程學會碩士論文獎 [實務個案組] 佳作!

[16] 林宛儒 (Wan-Ju Lin)
         Optimization of the Steam and Electricity Operation in the Petrochemical Plants
         化工廠汽電操作模式最佳化
        
[15] 陳靖方 (Chin-Fang Chen)
         Demand Forecasting and Capacity Planning of Polyester Filament Yarn in Taiwan
         台灣聚酯絲需求預測與產能規劃
 
[14] 詹晨偉 (Chen-Wei Chan)
         Text Mining for Public Concerns-A Case Study of the COVID-19 on PTT Text
         運用文字探勘技術分析PTT版上關注議題與面向-以新型冠狀肺炎事件為

[13] 盧宣文 (Hsuan-Wen Lu)
        Kernel-Density Dynamic Ensemble Technique for Predictive Maintenance
        發展核密度動態集成技術於預測保養
        Honorable Mention of Master Thesis Award at Information System Session in Chinese Institute of Industrial Engineers (CIIE) (July 2020)
        榮獲中國工業工程學會碩士論文獎 [資訊系統組] 佳作!

[12] 黃豊哲 (Li-Che Huang)
        Develop Time Series Deep Learning and Contingency Control Procedures in Air Pollution Prevention
        發展時間序列深度學習與應變管制程序於空氣汙染防治研究

[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)
        Product Promotion Strategy of Plastic Carrier in Semiconductor Manufacturing (unpublished)
        半導體製程塑膠載具產品推廣策略研究與分析 (unpublished)

[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

[14] 李愷崴、蔡有爵
        Face recognition and monitoring system
        人臉辨識監控系統

[13] 蕭少柏
        Machine Learning for Home Appliance Sales Forecasting
        利用機器學習實作家用商品銷售量預測

[12] 黃聖宇
        Particle Swarm Optimization in 2-D Knapsack problem for Design of Die-cuts
        粒子群最佳化於二維度背包問題之刀模設計

[11] 朱浩澤、許芸禎
       Genetic algorithm and particle swarm optimization on production scheduling
       遺傳演算法與粒子群最佳化於生產排程

[10] 歐子毓、王蒂元
       Data science for hourse price prediction
       資料科學於房價預測
       Award: 成大資訊工程系109級大學部畢業專題展示會 佳作

[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