"The true value of a man is not determined by his possession, supposed or real, of Truth,
but rather by his sincere exertion to get to the Truth. It is not possession of the Truth,
but rather the pursuit of Truth by which he extends his powers and in which his ever-growing perfectibility is to be found."

(Gotthold Ephraim Lessing, German writer and dramatist, 1778.) 

   "人之所以有價值，並不在於他擁有多少真理，或認為自己代表多少真理，而是在於他為了追求真理所做的努力。
因為真正讓人的力量向外延伸的，不是靠擁有真理，而是靠探究真理，單靠這一點，人就可以漸臻完美。"
                                                                                                                                                       (德國劇作家  戈特霍爾德‧萊辛，1778)          

  Announcement:

    06/01/2024  We train Data Scientist /Data Strategist/ Operations Research Analyst!!
Do you like to ask WHY about the world?
Do you like to PREDICT what will happen in the world?
Do you like to OPTIMIZE a system with limited resources in the world?
Do you like to make excellent DECISION for your business or your life?
POLab welcomes the students with diverse backgrounds including Information Management (資訊管理), Computer Science (資訊工程系), Statistics (統計系), and Industrial Engineering (工業工程系), etc. for pursuing graduate study. If you are interested in POLab, please feel free to contact the Advisor and apply for the IM, NTU via admission through screening and recommendation (碩士班甄試) or graduate examination (碩士班考試).

    06/01/2024   Recruiting Ph.D. student with FUND !!
Ph.D. student (with funding) is available. If you have a strong motivation to pursue Ph.D degree, and interested in Operations Reseach, Data Science, Intelligent Manufacturing System, or Data Envelopment Analysis. Please send me an email with your resume if you are interested. You may also stop by my office anytime if you are currently a student at NTU.

    08/01/2021  Course Programming & Coding Studio
POLab Course Programming & Coding Studio
Please feel free to refer the material for learning Data Science and Intelligent Manufacturing Systems programming language!

  News:


    08/01/2024   Journal Paper Accepted!
Hung, Chi-Yu, Lee, Chia-Yen*, Tsai, C.-H., and Wu, J.-M., 2024. ORgram: Semi-Supervised Learning Framework for Inline Bearing Diagnosis in Varying Speed. The International Journal of Advanced Manufacturing Technology.  (MOST111-2221-E-002-197).

    07/30/2024   Journal Paper Accepted!
Hung, Yu-Hsin, Shen, Hong-Ying, and Lee, Chia-Yen*, 2024. Deep Reinforcement Learning-based Preventive Maintenance for Repairable Machines with Deterioration in a Flow Line System. Annals of Operations Research. (MOST111-2628-E-002-019-MY3; MOST 111-2221-E-002-197).

    07/29/2024   Book Chapter Accepted!
Lee, Chia-Yen, and Charles, V. 2024. Robust Capacity Expansion: Methodologies and Practice. In: Choi, Tsan-Ming (eds), Encyclopedia in Operations Management. Elsevier.

    06/28/2024   Grant Received!
NSTC 國科會專題研究計畫
Trust Artificial Intelligence: Local Nonlinearity Explanation, Data Content Quality, and Multi-Source Domain Adaptation
可信任人工智慧模組開發：局部非線性可解釋、資訊內容品質與多源領域自適應 (NSTC113-2221-E-002-175-MY3) (2024-2027)

    06/25/2024   Honors and Awards!
Hung, I-Ting, Lee, Chia-Yen*, Chen, Yen-Wen, Tsai, Ching-Hsiung, Wu Jia-Ming. 2024. Friction-based on-line health assessment and predictive maintenance for belt drive system. Lecture Notes in Mechanical Engineering, A Springer book series. Flexible Automation and Intelligent Manufacturing: Manufacturing Innovation and Preparedness for the Changing World Order: Proceedings of FAIM2024, June 23–26, 2024, Taichung, TAIWAN. (Third Prize Best Paper Award, the 33th International Conference on Flexible Automation and Intelligent Manufacturing (FAIM2024) 榮獲2024彈性自動化與智慧製造國際研討會最佳論文獎第三名)

    05/20/2024   Journal Paper Accepted!
Lee, Chia-Yen, Huang, Yi-Tao, and Chen, P.-J., 2024. Robust-Optimization-Guiding Deep Reinforcement Learning for Chemical Material Production Scheduling. Computers and Chemical Engineering. (MOST111-2221-E-002-197)

    05/16/2024   Journal Paper Accepted!
Cheng, Yu-Hsiang, Lee, Chia-Yen*, Tsai, C.-H., and Wu, J.-M., 2024. Two-phase data science framework for compensation of the friction force in CNC machines. International Journal of Computer Integrated Manufacturing. (MOST110-2221-E-002-163)

    05/08/2024   Grant Received!
Knowledge Graph of Equipment Maintenance in Cyber-Physical Systems
       (以知識圖譜建構機台維修保養模組於網宇實體系統)
       Collaborator: AU Optronics Corp. (友達光電)

    05/08/2024   Case Study Accepted!
李家岩、林大禾、許芸嘉、郭秉宸、蔡明順、葉清來，2024。宏遠興業邁向工業4.0轉型全球在地化策略布局。《管理個案評論》第15卷第1期 (2024年6月)

    05/03/2024   Journal Paper Accepted!
Lu, Hsuan-Wen, and Lee, Chia-Yen*, 2024. Feature-enhanced multisource subdomain adaptation on robust remaining useful life prediction. IEEE Robotics and Automation Letters. (MOST111-2221-E-002-197)

    04/21/2024   Journal Paper Accepted!
Dai, S., Fang, Yu-Hsueh, Lee, Chia-Yen, Kuosmanen, T.*, 2024. pyStoNED: a python package for convex regression and frontier estimation. Journal of Statistical Software.

    04/19/2024   Cyber-Physical Systems Workshop!
    04/17/2024   Journal Paper Accepted!
Lee, Chia-Yen*, Ho, Chieh-Ying, Hung, Yu-Hsin, and Deng, Yu-Wen, 2024. Multi-Objective Genetic Algorithm Embedded with Reinforcement Learning for Petrochemical Melt-Flow-Index Production Scheduling. Applied Soft Computing. (NSTC112-2221-E-002-003)

    03/30/2024   Journal Paper Accepted!
Hung, Yu-Hsin, and Lee, Chia-Yen*, 2024. BMB-LIME: LIME with Modeling Local Nonlinearity and Uncertainty in Explainability. Knowledge-Based Systems.

    02/15/2024   Special Session Accepted!
Special Session, Emerging Data Science in Manufacturing, 2024 IEEE 20th International Conference on Automation Science and Engineering (CASE), (August 28 – September 1, 2024, Bari, Italy). (CFP)
This session focuses on how the data science or machine learning techniques support problem-solving and enhance the core competence in manufacturing industry. The special session focuses on data science and engineering in the broad area of manufacturing. Theoretical research or empirical study are all welcome.  This session includes but are not limited to: defect classification, maintenance scheduling, predictive maintenance, and process parameter optimization, etc.
Look forward to meeting you in Bari, Italy!

    02/04/2024   Journal Paper Accepted!
Lee, Chia-Yen*, Chang, Kai, Ho, Chien, 2024. Autoencoder-based Detector for Distinguishing Process Anomaly and Sensor Failure. International Journal of Production Research. (MOST111-2221-E-002-197)

    12/12/2023   Journal Paper Accepted!
Wu, Yen-Tung, and Lee, Chia-Yen, 2023. Marginal Productivity of Product Mix Matters? Data Envelopment Analysis for Marginal Profit Consistency in Taiwan’s Life Insurance Industry. accepted in Operations Research Forum. (MOST111-2628-E-002-019-MY3)

    12/11/2023   Grant Received!
Semiconductor Packaging Machine Variation and Epoxy Bleed-Out Prediction
       (半導體封裝機台差異偵測與溢膠品質預測)
       Collaborator: ASE Group (日月光半導體製造股份有限公司)

    12/09/2023   Honors and Awards!
榮獲2023中國工業工程年會暨學術研討會 最佳論文獎!
Chen, Bo-Ru (陳柏儒), Li, Zong-Yang (李宗陽), Lee, Chia-Yen, 2023. Causal Inference and Policy Learning for Manufacturing Process Diagnosis (因果推論與政策學習於製程參數診斷). Chinese Institute of Industrial Engineers Annual Conference (CIIE2023), Feng Chia University, Taichung, Taiwan, on Dec. 9, 2023. (Best Paper Award)

Huang, Yi-Tao (黃奕滔), Lu, Kuan-Chun (盧冠均), Lee, Chia-Yen, 2023. Deep Reinforcement Learning Embedded with Robust Optimization for Petrochemical Production Scheduling (穩健最佳化嵌入深度強化學習於化工廠生產排程). Chinese Institute of Industrial Engineers Annual Conference (CIIE2023), Feng Chia University, Taichung, Taiwan, on Dec. 9, 2023. (Best Paper Award)

Chu, Pin-Chi (朱彬祺), Lai, I-Kai (賴毅愷), Lee, Chia-Yen, 2023. Real Options and PHM-based Maintenance Scheduling of Bearing Degradation (實質選擇權與基於健康預測的維修保養於軸承退化). 2023 Chinese Institute of Industrial Engineers Annual Conference (CIIE2023), Feng Chia University, Taichung, Taiwan, on Dec. 9, 2023. (Best Paper Award)

    11/11/2023   Journal Paper Accepted!
Lee, Chia-Yen, Wu, Cheng-Man, Hsu, C.-Y., Xie, H.-H., and Fang, Yu-Hsueh, 2023. Lithography Reticle Scheduling in Semiconductor Manufacturing. accepted in Engineering Optimization. (MOST111-2221-E-002-197)

    09/20/2023   Grant Received!
Drift Detection and Update for In-line Time-Series Data Model
       (線上時間序列資料模型變動偵測與更新, 2023)
       Collaborator: Delta Electronics Inc. (台達電子工業股份有限公司)

    06/30/2023   Honors and Awards!
Zhuang, Xin-Yu (莊芯瑜)
Master Thesis Award at Operations Research Session in Chinese Institute of Industrial Engineers (CIIE) (June 2023) 榮獲中國工業工程學會碩士論文獎 [作業研究組] 優勝!
Transshipment Network Optimization for Shared Smart Locker and Crowd-shipping in Metropolis
共享智能櫃與眾包運輸之都會區轉運網路最佳化

    06/27/2023   Journal Paper Accepted!
Lee, Chia-Yen, and Yang, Shu-Huei, 2023. Graph spatio-temporal networks for manufacturing sales forecast and prevention policies in pandemic era. Computers & Industrial Engineering. (MOST111-2628-E-002-019-MY3)

    03/29/2023   Journal Paper Accepted!
Lee, Chia-Yen, and Chen, Yen-Wen, 2023. Reinforcement learning with data envelopment analysis and conditional value-at-risk for the capacity expansion problem. IEEE Transactions on Engineering Management. (MOST111-2628-E-002-019-MY3)

    02/21/2023   Special Session Accepted!
Special Session, Manufacturing Data Science, 2023 IEEE 19th International Conference on Automation Science and Engineering (CASE), (Auckland, New Zealand, on August 26-30, 2023). (CFP)
This session includes but are not limited to: equipment failure classification, predictive maintenance, health diagnosis and maintenance, and defect inspection, analytics automation, AI Automation, Scheduling, Data Analytics related to Manufacturing Systems.
Look forward to meeting you in Auckland, New Zealand!

    01/07/2023   Grant Received!
Preventive Maintenance Scheduling for PVD Equipment and Panel Defect Map Analysis
       (PVD設備預防性保養排程與面板缺陷圖分析, 2022)
       Collaborator: AU Optronics Corp. (友達光電)

    12/25/2022   Book Chapter!
Fang, Yu-Hsueh (方鈺學), Chiang, Tsai-Pin (江采嬪), Wu, Yen-Tung (吳延東), and Lee, Chia-Yen, 2022. Cap-and-Trade and Carbon Pricing (排放權交易與碳定價). In CIIE (中國工業工程學會) (eds), Sustainable Engineering and Management (永續工程與管理), 前程文化. (in Chinese)


    12/25/2022   Book Chapter!
Lee, Chia-Yen, 2022. Operations Research and Resource Optimization (作業研究與資源優化). In: Chien, C.-F. (eds), Introduction to Industrial Engineering and Management (工業工程與管理導論), 前程文化. (in Chinese)


    12/08/2022   Journal Paper Accepted!
Lee, Chia-Yen, and Tseng, Chin-Yi (曾蓁宜), 2022. Market power and efficiency analysis in bi-level energy transmission market. Journal of Optimization Theory and Applications. (MOST108-2221-E-006-223-MY3)

    12/03/2022   Honors and Awards!
Hung, Chih-Yu (洪志宇)
Summa Cum Laude (First Place), Student Thesis Competition of Chinese Society of Mechanical Engineers (CSME) Conference.
榮獲中國機械工程學會全國學術研討會學生論文競賽 第一名!
Hung, Chih-Yu (洪志宇), and Lee, Chia-Yen, 2022. Semi-Supervised Learning Framework for Inline Bearing Diagnosis in Varying Speed (半監督式學習架構於變速下滾動軸承線上損壞檢測). 中國機械工程學會第 39 屆全國學術研討會，Chinese Society of Mechnical Engineers(CSME) Conference, Dec. 2-3, 2022, 國立聯合大學, NUU, Miaoli, Taiwan.

    11/29/2022   Grant Received!
CMIS Data Clean and Databaes System Reconstruction for Purchase Order Matching
       (CMIS 資料清理與採購標單比對系統架構重構, 2022)
       Collaborator: tsmc (Taiwan Semiconductor Manufacturing Company, 台灣積體電路製造股份有限公司)

    11/21/2022   Patent Received!
Lee, Chia-Yen, Chou, Bai-Jian (周百建), Liow, Cayon Keei Yann, and Hong De-Yang, 2022. Material Procurement Method, Electric Device, and Computer Program Product (原料採購決策方法、電子裝置與電腦程式產品). Taiwan Patent: I757828.

    11/18/2022   Honors and Awards!
榮獲2022中國工業工程年會暨學術研討會 最佳論文獎!
https://www.ciie.org.tw/_files/ugd/f9d1f9_b66f8dfacf62466e864ab81f8ca16646.pdf
Shen, Hong-Ying (沈宏頴), Hung, Yu-Hsin (洪佑鑫), and Lee, Chia-Yen, 2022. Deep Reinforcement Learning Preventive Maintenance of Deteriorated Machine in a Flow Line. 2022 Chinese Institute of Industrial Engineers Annual Conference (CIIE 2022), National Quemoy University, Kinmen, Taiwan. (Best Paper Award)

Chang, Chih-Chun (張智鈞), Hsiao, Jui-Hsin (蕭瑞昕), and Lee, Chia-Yen, 2022. Chiller System Optimization with Meta-prediction-based simulation and Multi-agent Reinforcement Learning. 2022 Chinese Institute of Industrial Engineers Annual Conference (CIIE 2022), National Quemoy University, Kinmen, Taiwan. (Best Paper Award)

Yu-Hsueh Fang (方鈺學)
Honorable Mention of Master Thesis Award in Operations Research Society of Taiwan (Dec.2022)
榮獲台灣作業研究學會2022年碩博士論文競賽 佳作!
http://www.orstw.org.tw/files/2022_paperccomp.jpg
Flattened Minimax Error Piecewise Linearization on Multidimensional Assortment Problem
最小化最大誤差分段線性化於高維度背包問題

Chia-Yen Lee (李家岩)
榮獲2022中國工業工程學會首屆「陳樹勛先生紀念講座」!
Shu-Syun Chen Chair, Chinese Institute of Industrial Engineers (CIIE). (Nov. 2022) (News)

    09/29/2022   Grant Received!
Evaluation Scheme for Time-Series Feature Engineering
       (時間序列資料收集與特徵轉換之評分機制, 2022)
       Collaborator: Delta Electronics Inc. (台達電子工業股份有限公司)

    09/28/2022   Short Article!
李家岩、楊舒惠、歐子毓、盧宣文, 2022。數據科學分析的土壤：數據品質評估，東華AI通訊報，第三期。

    09/14/2022   Honors and Awards!
Chia-Yen Lee (李家岩), 榮獲2022臺灣大學管理學院「翁肇喜先生講座」!
Chau-Shi Wong Chair, College of Management, NTU-Mercuries & Associates, LTD.

    08/29/2022   Grant Received!
Intelligent Scheduling Optimization for Front-End of Cell Line in TFT-LCD Manufacturer
       (Cell 前段(Feol)智慧排程最佳化研究計畫)
       Collaborator: AU Optronics Corp. (友達光電)

    07/30/2022   POLab 10th Anniversary!
    07/28/2022   Journal Paper Accepted!
Chiang, Tsai-Pin (江采嬪), and Lee, Chia-Yen*. 2022. Solid waste management for the eco-efficiency assessment of energy recovery from waste in incinerators. Resources, Conservation & Recycling. (MOST108-2221-E-006-223-MY3; MOST111-2628-E-002-019-MY3).

    06/30/2022   Honors and Awards!
林大禾、康崴、許芸嘉、黃季昕、盧冠均
      Dynamic Pricing for Delivery Platform: Pricing Strategy Optimization by Reinforcement Learning
      外送平台之動態定價：應用強化學習的定價策略
      Honorable. Mention, University Project Competition of 2022 Operations Research Society of Taiwan (June 2022)
      2022台灣作業研究學會大專校院專題競賽 決策支援與資訊系統組 佳作

    06/29/2022   Grant Received!
Outstanding Young Scholar Grant, MOST 科技部優秀年輕學者研究計畫
Returns-to-Scope Data Envelopment Analysis and Conditional Valueat-Risk Reinforcement Learning for Capacity Optimization
範疇報酬資料包絡分析與條件風險價值強化學習以最佳化產能決策 (MOST111-2628-E-002-019-MY3) (2022-2025)

    06/18/2022   Journal Paper Accepted!
Shen, Po-Cheng (沈柏丞), Lu, Meng-Xiu (呂孟修), and Lee, Chia-Yen*, 2022. Spatio-Temporal Anomaly Detection for Substrate Strip Bin Map in Semiconductor Assembly Process. IEEE Robotics and Automation Letters. (MOST110-2221-E-002-163).

    06/11/2022   Journal Paper Accepted!
Lee, Chia-Yen, Lin, Yung-Lun (林永倫), Lin, Shu-Hung (林書弘), and Yang, T., 2022. Virtual Material Quality Investigation System. IEEE Transactions on Engineering Management. (MOST110-2221-E-002-163)

    05/19/2022   Grant Received!
Semiconductor Packaging Spillover Quality Prediction and Predictive Maintenance
       (半導體封裝溢膠品質預測與機台預測性維護)
       Collaborator: ASE Group (日月光半導體製造股份有限公司)

    04/20/2022   New Book Publication!
李家岩(Chia-Yen Lee) and 洪佑鑫 (Yu-Hsin Hung) (2022).
製造數據科學 (Manufacturing Data Science). 前程文化. (in Chinese)

國立臺灣大學管理學院院訊(Taiwan NTU Management Newsletter)，2022/5/12。
gate io。



    04/01/2022   Journal Paper Accepted!
Tseng, Chin-Yi (曾蓁宜), Lee, Chia-Yen*, Wang, Qunwei, Wu, Changsong, 2022. Data Envelopment Analysis and Stochastic Equilibrium Analysis for Market Power Investigation in a Bi-level Market. Transportation Research Part E: Logistics and Transportation Review.

    02/11/2022   Special Session Accepted!
Special Session, Manufacturing Data Science, 2022 IEEE 18th International Conference on Automation Science and Engineering (CASE), (Mexico City, Mexico, on August 20-24, 2022). (CFP)
This session includes but are not limited to: equipment failure classification, predictive maintenance, health diagnosis and maintenance, and defect inspection, analytics automation, AI Automation, Scheduling, Data Analytics related to Manufacturing Systems.
Look forward to meeting you in Mexico!

    02/01/2022   New Lab Members at Dept. of Information Management (台大資訊管理系)!
歐崇愷、莊翔安、陳旻浚 and 劉鈺祥 for IM undergraduate information project
Welcome to join our Lab family.

    01/21/2021   Journal Paper Accepted!
Shen, Po-Cheng (沈柏丞), and Lee, Chia-Yen, 2022. Wafer Bin Map Recognition with Autoencoder-based Data Augmentation in Semiconductor Assembly Process. IEEE Transactions on Semiconductor Manufacturing.

    01/08/2022   News
「智慧製造與產業實務研習會」
國立臺灣大學 管理學院院訊
▣ 主辦單位：國立臺灣大學管理學院、國立臺灣大學資訊管理學系
▣ 協辦單位：科技部工業工程與管理學門、社團法人中國工業工程學會

    12/14/2021   Honors and Awards!
方鈺學 (Yu-Hsueh Fang) (gateio)
Best Paper Award, Operations Research Society of Taiwan (ORSTW) Conference & Annual Meeting (Dec.. 2021)
榮獲2021第十七屆台灣作業研究學會年會暨國際研討會及第19屆管理學術研討會-OR作業研究領域 優良論文!
pyStoNED: A Python Package for Convex Regression and Frontier Estimation

陳彥彣 (Yen-Wen Chen) (Link)
Best Paper Award, Chinese Institute of Industrial Engineers (CIIE) Conference & Annual Meeting (Nov. 2021)
榮獲2021中國工業工程年會暨學術研討會 最佳論文獎!
Data Envelopment Analysis and Quantile Regression Deep Q-Network for Productivity Trajectory Optimization.

    12/12/2021   Journal Paper Accepted!
Lu, Hsuan-Wen (盧宣文), and Lee, Chia-Yen, 2022. Kernel-based dynamic ensemble technique for remaining useful life prediction. IEEE Robotics and Automation Letters.

    10/29/2021   Grant Received!
Prognostics and Health Management of PVD Equipment
      (PVD設備故障預測與健康管理系統)
      Collaborator: AU Optronics Corp. (友達光電)

Energy Saving  Optimization Algorithm for Chillers
       (廠務冰機節能最佳化演算法)
       Collaborator: Winbond (華邦電子股份有限公司)

    10/18/2021   Journal Paper Accepted!
Lee, Chia-Yen, Chou, Bai-Jian (周百建), and Huang, C.-F. 2021. Data Science and Reinforcement Learning for Price Forecasting and Raw Material Procurement in Petrochemical Industry. Accepted at Advanced Engineering Informatics.

    10/01/2021   Honors and Awards! (https://www.s3tw.org.tw/OnePage.aspx?tid=129&id=1417)
鄭淳仁(Chun-Jen Cheng)
Reinforcement Learning to Develop Badminton Tactical System
以強化學習建構羽球戰術系統
Honorable Mention, Master Thesis Award at 2021 Service Science Society of Taiwan (Oct. 2021)
榮獲2021台灣服務科學學會學術研究獎 [碩士在職專班組] 佳作!

    09/01/2021   Journal Paper Accepted!
Hung, Yu-Hsin (洪佑鑫), Lee, Chia-Yen, Tsai, Ching-Hsiung, and Lu, Yen-Ming, 2021. Constrained Particle Swarm Optimization for Health Maintenance in Three-Mass Resonant Servo Control System with LuGre Friction Model. Accepted in Annals of Operations Research.

    08/01/2021  New Lab Members!
朱彬祺、莊芯瑜、陳柏儒、黃奕滔、江采嬪、蕭瑞昕  for M.B.A. degree in IM, NTU
Welcome to join our Lab family.
  
    07/27/2021   pyStoNED Package!
Sheng Dai, Yu-Hsueh Fang, Chia-Yen Lee, and Timo Kuosmanen (2021).
    pyStoNED: Python package for Stochastic Nonparametric Envelopment of Data (StoNED)
    pyStoNED Homepage: https://github.com/ds2010/pyStoNED
    Documentment: https://pystoned.readthedocs.io/en/latest/
    arXiv: https://arxiv.org/abs/2109.12962

由芬蘭Aalto大學、成功大學、與台灣大學研究團隊共同研發。
StoNED整合資料包絡分析(Data Envelopment Analysis, DEA)與隨機前緣分析(Stochastic Frontier Analysis, SFA)的優點：一方面不需要事先給定生產函數形式進行估計，同時考慮了隨機性噪音以避免前緣估計受到離群值的影響。

pyStoNED套件同時支援多種效率前緣面估計：
- Stochastic semi-nonparametric envelopment of Z contextual variables data (StoNEZD), convex nonparametric least squares (CNLS), CNLSDDF (directional distance function), convex quantile regression (CQR), convex expectile regression (CER), isotonic CNLS (ICNLS), data envelopment analysis (DEA), free disposal hull (FDH), etc.

    07/01/2021  Interview and Article
張維君, 2021. 智慧製造產業醫生，健全產業生態系統，科技魅癮(Charming Scitech)，科技部。(in Chinese)

李家岩, 2021. 製造數據科學挑戰與人機協作，中國工業工程學會雜誌。(in Chinese)

    07/01/2021   Grant Received!
Cyber-Physical Intelligent Diagnosis, Augmented Reality, and Predictive Maintenance System (2021-2024)
      學門主題式計畫-智能設備診斷補償、擴增實境與預測保養系統

    06/21/2021   Honors and Awards!
One survey shows that Chia-Yen Lee (Lee CY) is one of the 20 most productive authors. These 20 authors published the highest amount of papers on data science and productivity, from 2005 to 2020.

Yu Shi, Joe Zhu & Vincent Charles (2021) Data science and productivity: A bibliometric review of data science applications and approaches in productivity evaluations, Journal of the Operational Research Society, 72(5), 975-988.



    04/28/2021   Grant Received!
Intelligent Preventive Maintenance Systems
       (智慧預防保養系統, 2021)
       Collaborator: ASE Group (日月光半導體製造股份有限公司)

Benchmarking Research on Professional Techniques for Electrical Talents
      (智慧電子人才應用發展推動計畫-專業職能基準研究, 2021)
      Collaborator: Institute for Information Industry (III) (財團法人資訊工業策進會)

    04/27/2021  Journal Guest Editor
Guest Editor, IEEE Transactions on Semiconductor Manufacturing, Special Issue. (2021)
         Process-Level Machine Learning Applications in Semiconductor Manufacturing.

    04/13/2021   Research Sharing!
臺大管理學院教師成果分享：資管系李家岩老師「Nash Data Envelopment Analysis for Energy and Environment」
https://management.ntu.edu.tw/news/detail/sn/1360/


    04/02/2021   Journal Paper Accepted!
Lee, Chia-Yen, and Charles, V., 2021.  A Robust Capacity Expansion Integrating the Perspectives of Marginal Productivity and Capacity Regret. Accepted in European Journal of Operational Research.

    03/31/2021   Grant Received!
An Optimal Tradeoff of Preventive Maintenance between Yield and Capacity in the Panel Manufacturer
      (面板廠機台保養與借機之產能良率權衡決策專案計畫)
      Collaborator: AU Optronics Corp. (友達光電股份有限公司)

    03/01/2021   Special Session Accepted!
Special Session, Manufactuirng Data Science, 2021 IEEE 17th International Conference on Automation Science and Engineering (CASE), (Lyon, France, on August 23-27, 2021.). (CFP)
This session includes but are not limited to: equipment failure classification, predictive maintenance, health diagnosis and maintenance, and defect inspection, analytics automation, AI Automation, Scheduling, Data Analytics related to Manufacturing Systems.
Look forward to meeting you in Lyon!

    02/01/2021   New Lab Members at Dept. of Information Management (台大資訊管理系)!
林大禾、許芸嘉、陳柄瑞、黃季昕、康崴 and 盧冠均  for IM undergraduate information project
Welcome to join our Lab family.

    01/01/2021  Journal Guest Editor
Guest Editor, IEEE Transactions on Automation Science and Engineering, Special Issue. (2021)
         gate.io.

      11/19/2020   Grant Received!
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)
       Collaborator: ASE Group (日月光半導體製造股份有限公司)

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)
      Collaborator: Delta Electronics Inc. (台達電子工業股份有限公司)

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

    11/01/2020   Journal Paper Accepted!
Lee, Chia-Yen, and Chen-Fu Chien, 2020. Pitfalls and Protocols of Data Science in Manufacturing Practice. Accepted in Journal of Intelligent  Manufacturing.

    08/01/2020  New Lab Members!
吳延東、沈宏穎、張鎧、宋亭遠、張智鈞 for M.B.A. degree in IM, NTU
盧宣文、沈柏丞、楊潓賢 for Ph.D. degree in IMIS, NCKU
方鈺學、歐子毓、楊舒惠、施智臏、呂孟修 for M.S. degree in IMIS, NCKU
洪志宇 for M.S. degree in International Master Program on Intelligent Manufacturing, NCKU
楊哲彥、鄭淳仁、陳威黎 for  EMGP, NCKU
Welcome to join our Lab family.
  
    07/28/2020   Journal Paper Accepted!
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.

    07/10/2020   Honors and Awards! (https://www.ciie.org.tw/2020-07-10)
鄭宇翔(Yu-Hsiang Cheng)
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

何杰穎(Chieh-Ying Ho)
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

沈柏丞(Po-Cheng Shen)
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

盧宣文(Hsuan-Wen Lu)
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

謝宗達(Tsung-Ta Hsieh)
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!
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

    06/24/2020   Honors and 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)
 SLOT

    04/10/2020   Grant Received!
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)
Collaborator: Formosa Technologies Corporation (台塑網科技股份有限公司)

    04/08/2020   Journal Paper Accepted!
Lee, Chia-Yen, Jun-Hua Zeng,  Sheng-Yu Lee,  Ru-Band Lu,  Po-Hsiu Kuo, 2020. SNP data science for classification of bipolar disorder I and bipolar disorder II. Accepted in IEEE/ACM Transactions on Computational Biology and Bioinformatics.

    01/18/2020   News
「智慧製造與產業實務研習會」　以教育為本扮演南台灣智慧製造的互動平台
國立成功大學新聞中心
http://news.secr.ncku.edu.tw/p/406-1037-202786,r81.php
▣ 主辦單位：國立成功大學製造資訊與系統研究所、國立成功大學資訊工程學系
▣ 協辦單位：科技部工業工程與管理學門、科技部人工智慧製造系統研究中心、台灣作業研究學會(ORSTW)、成大國際產學聯盟

    12/23/2019   Editorial Board!
Lee, Chia-Yen, Associate Editor, IEEE Transactions on Automation Science and Engineering (T-ASE), 2020-2022.
  
    11/21/2019   Journal Paper Accepted!
Hung, Shao-Yen, Chia-Yen Lee, and Yung-Lun Lin, 2019. Data Science for Delamination Prognosis and Online Batch Learning in Semiconductor Assembly Process. Accepted in IEEE Transactions on Components, Packaging and Manufacturing Technology.

    11/12/2019   Asian Productivity Organization!
Lee, Chia-Yen. National Expert (Taiwan), Assessment of Smart Manufacturing and Needs of Member Countries. Research Coordination Meeting of Asian Productivity Organization, Taipei, Taiwan (Nov. 12-14, 2019). (News)


    10/29/2019   Special Session Accepted!
Special Session, Data Science in Manufactuirng Practice, 30th International Conference on Flexible Automation and Intelligent Manufacturing (FAIM2020), (15-18 June 2020, Athens, Greece).
This session includes but are not limited to: AI, Automation, Scheduling, Data Analytics related to Manufacturing Systems.
Look forward to meeting you in Athens!

    07/04/2019   Grant Received!
Continuous-flow Production Scheduling Algorithm for Petrochemical Batch Processes
(化工連續流生產排程演算法)
Collaborator: LCY Chemical Corp. (李長榮化學工業股份有限公司)

Decision Support System for Multi-Objective Flexible Production Planning
(多目標導向彈性生產規劃輔助系統開發, 2019)
Collaborator: Industrial Technology Research Institute (工業技術研究院)/ Sheh Fung Screws Co. (世豐螺絲股份有限公司)

    07/01/2019  New Lab Members for IMIS (製造所)!
黎耀文 for Ph.D. degree
洪翊庭, 鄧羽雯, 陳彥彣, 吳宗諭, 沈柏丞, and 黃于倩 for MS degree. Welcome to join our Lab family.
  
    07/01/2019   New Lab Members at Dept. of Computer Science and Information Engineering (成大資訊工程系)!
李愷崴, 蕭少柏, 黃聖宇, and 蔡有爵  for CSIE undergraduate information project
Welcome to join our Lab family.

    06/27/2019   Honors and Awards! (https://www.ciie.org.tw/2019-06-28)

Hung, Jeff Yu-Hsin (洪佑鑫)- 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!
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

Wu, Cheng-Man (吳承璊)- 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!
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

Wu, James Chao-Shian (吳昭賢)- 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!
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

    06/15/2019   Journal Paper Accepted!
Lee, Chia-Yen, Zhao-Hong Dong. 2019. Hierarchical Equipment Health Index Framework. Accepted in IEEE Transactions on Semiconductor Manufacturing.

    06/01/2019   Blessing Words for Graduation!
    05/15/2019   Conference Paper Accepted!
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.

    02/25/2019   Journal Paper Accepted!
Lee, Chia-Yen, Ting-Syun Huang (黃亭勳), Meng-Kun Liu, and Chen-Yang Lan. 2019. Data Science for Vibration Heteroscedasticity and Predictive Maintenance of Rotary Bearings. Accepted in Energies. (MOST106-2628-E-006-009-MY3; MOST105-2218-E-007-027)

    02/13/2019   Special Session Accepted!
Special Session, Data Science in Manufactuirng, 2019 IEEE 15th International Conference on Automation Science and Engineering (CASE), (22-26 August 2019, Vancouver, BC, Canada).
This session includes but are not limited to: AI-Based Methods, Automation, Data Analytics related to Manufacturing Systems.
If you are interested in, please feel free to let me know and join us. ^__^
Look forward to meeting you in Vancouver!

    02/07/2019   Journal Paper Accepted!
Lee, Chia-Yen, Wei-Chun Sun (孫維君), and Yueh-Heng Li. 2019. Biodiesel Economic Evaluation and Biomass Planting Allocation Optimization in Global Supply Chain. Accepted in IEEE Transactions on Engineering Management.

    10/30/2018   News
臺灣大學AI嘉年華企劃, 蘇建翰, 2019. 智慧製造讓生活更加便利，臺灣大學AI嘉年華演講特稿。(in Chinese)

    12/16/2018   Journal Paper Accepted!
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.

    12/01/2018   News
    10/30/2018   News
Digitimes企劃, 2018. 善用資料科學方法論 數據應用成為製造業轉型良藥 . 物聯網/工業4.0，Digitimes新聞採訪。(in Chinese)  (Article) (News)

    10/26/2018   Honors and Grant Received!
Micron Teacher Award, Micron Technology/ Micron Foundation (美光科技公司/美光基金會) (Oct. 2018)

    08/23/2018   Honors and Grant Received!
Lee, Chia-Yen. Excellent Teaching Award, National Cheng Kung University, 國立成功大學106學年度教學優良教師

    08/15/2018  New Lab Members for IMIS (製造所)!
陳偉欽 for Ph.D. degree
鄭宇翔, 何杰穎, 林峰吉 and 盧宣文 for MS degree. Welcome to join our Lab family.
  
    08/15/2018   New Lab Members at Dept. of Computer Science and Information Engineering (成大資訊工程系)!
王蒂元, 許芸禎, 歐子毓 and 朱浩澤 for CSIE undergraduate information project
Welcome to join our Lab family.

    08/06/2018   News
「智慧製造與產業實務研習會」　提升台灣企業在智慧製造領域的競爭能力
國立成功大學新聞中心
http://news.secr.ncku.edu.tw/p/405-1037-182440,c5934.php

    07/23/2018   Journal Paper Accepted!
Lee, Chia-Yen, and Tsung-Lun Tsai (蔡宗倫), 2018. Data Science Framework for Variable Selection, Metrology Prediction, and Process Control in TFT-LCD Manufacturing. Accepted in Robotics and Computer-Integrated Manufacturing.

    07/09/2018   Invited Talk
Lee, Chia-Yen (July 9, 2018). Nash Equilibrium in Data Envelopment Analysis. Center for Energy & Environmental Policy Research (能源與環境政策研究中心), School of Management and Economics (管理與經濟學院). Beijing Institute of Technology (北京理工大學), Beijing, China. (News)

    07/03/2018   Honors and Awards!
Tseng, Chin-Yi Tseng (曾蓁宜)- Master Thesis Award at Operations Research Session in Chinese Institute of Industrial Engineers (CIIE) (July 2018)

Chou, Bai-Jian (周百建)- Master Thesis Award at Information System Session in Chinese Institute of Industrial Engineers (CIIE)
      (July 2018)

Jang, Bo-Kai (張博凱)- Master Thesis Award Honorable Mention at Production System Session in Chinese Institute of Industrial Engineers (CIIE) (July 2018)

Hung, Shao-Yen (洪紹嚴)- Master Thesis Award at Production System Session in Chinese Institute of Industrial Engineers (CIIE)
      (July 2018)

    05/29/2018   Journal Paper Accepted!
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.

    04/05/2018   Conference Paper Accepted!
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.

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.

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

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.

    03/20/2018   Conference Paper Accepted!
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.

Lee, Chia-Yen, 2018. Nash Data Envelopment Analysis for Allocation of Emission Permit. 12th Asia-Pacific Productivity Conference 2018, July 4-6. Seoul, Korea.

Lee, Chia-Yen, 2018. Nash Equilibrium in Data Envelopment Analysis. 2018 Data Envelopment Analysis International Conference (DEAIC), June 14-16, Taipei, Taiwan.

    01/05/2018   Honors and Awards!
張博凱(Bo-Kai John Jang)、曾蓁宜(Chin-Yi Tseng)、周百建(Bai-Jian Allan Chou)、黃亭勳(Ting-Syun Tommy Huang) (2018)
        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 (News) (News2)

洪佑鑫(Yu-Shin Jeff  Hung)、吳昭賢 (Chao-Shian James Wu)、吳承璊 (Cheng-Man Wu)、鄭宇翔(Yu-Siang Jacky Cheng)
        (2018) Honorable Mention, 2017 Big Data Analytics Competition for Creative Insurance
        國泰大數據保險創意挑戰賽佳作

    12/07/2017   Honors and Grant Received!
Lee, Chia-Yen, 2017. Ta-You Wu Memorial Award (科技部106年吳大猷先生紀念獎), Ministry of Science and Technology, Taiwan. (新聞中心採訪報導)

Lee, Chia-Yen, 2017. Young Scholar Innovative Research, Honorable Mention (臺灣綜合大學系統「年輕學者創新研發成果」佳作), Taiwan Comprehensive University System, TCUS.

    11/01/2017   Grant Received!
Semi-Automatic Multi-Objective Prodcution Scheduling System.
(半自動化多目標生產排程系統, 2017)
Collaborator: Industrial Technology Research Institute (工業技術研究院)/ Sheh Fung Screws Co. (世豐螺絲股份有限公司)

    10/23/2017   Journal Paper Accepted!
Lee, Chia-Yen, 2017. Mixed-Strategy Nash Equilibrium in Data Envelopment Analysis. Accepted in European Journal of Operational Research.

    10/12/2017   Honors and Award!
周奕任 (Chou, Yi-Ren)
 Thesis: 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

    10/11/2017   New Lab Members at Institute of Engineering Management (工程管理專班)!
林宛儒 and 謝宗達  for MBA degree. Welcome to join our Lab family.
  
    08/04/2017   Grant Received!
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)
Collaborator: LCY Chemical Corp. (李長榮化學工業股份有限公司)

    08/01/2017   Honors and Grant Received!
Lee, Chia-Yen, 2017-2020. Outstanding Young Scholar Grant, Ministry of Science and Technology.
李家岩, 2017-2020. 科技部優秀年輕學者研究計畫
Mixed Complementarity Problem and Mathematical Programming with Equilibrium Constraints for Nash Equilibrium on Productive Efficiency Analysis in the Imperfectly Competitive Market  (2017-2020)
混合互補問題與均衡限制式數學規劃求解納許均衡觀點於不完全競爭市場之生產效率分析

    07/07/2017  2017 Productivity and Data Envelopment Analysis Workshop
2017生產力與資料包絡分析研習會
2017 Productivity and Data Envelopment Analysis Workshop
報名網址: https://goo.gl/wVc7vo


    07/01/2017   New Lab Members for IMIS (製造所)!
洪佑鑫, 吳承璊, and 吳昭賢  for MS degree. Welcome to join our Lab family.
  
    07/01/2017   New Lab Members at Institute of Engineering Management (工程管理專班)!
陳靖方 and 詹晨偉  for MBA degree. Welcome to join our Lab family.
  
    07/01/2017   New Lab Members at Dept. of Computer Science and Information Engineering (成大資訊工程系)!
陳冠宇, 張庭維, 張睿 and 馮義程 for CSIE undergraduate information project
Welcome to join our Lab family.

    06/30/2017   Honors and Awards!

Cai, Jia-Ying (蔡佳盈)- Best Student Paper Award,
       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) (June 2017)

Zao-Hung Henry Dong (董昭宏)- Master Thesis Award Honorable Mention,
       機台健康指標於異常偵測與診斷: 以半導體封裝廠為實證
       Chinese Institute of Industrial Engineers (CIIE) (June 2017)
       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

    06/17/2017   POLab Logo!!
千呼萬喚始出來~ POLab Logo!!! (Logo1) (Logo2)

經過好幾屆的甄選討論，也謝謝各位同學的努力與付出，終於POLab Logo定版了!!
Logo為設計者"周百建"同學的作品!~ 百建對其設計理念如下~

"Logo結合了POLab的字樣以及太極圖的概念，其線條雖然簡潔，卻象徵著世界萬物的規律內涵，寓意即是追求真理。深灰色是一種沉穩、能讓人安定卻又帶有神秘的色彩，而豬肝紅色除了是成大校徽的顏色之外，也融合了紅色的熱情與黑色的自律。"

謝謝百建與大家對POLab的支持與鼓勵!!~

    06/06/2017   Book Chapter Publication!
Johnson, A. L. and Chia-Yen Lee, 2017. "Predictive Efficiency Analysis", book chapter edited in: Kaoru Tone, (Editor), Advances in DEA Theory and Applications: With Extensions to Forecasting Models, 404–418, John Wiley & Sons Ltd..

    05/25/2017   Grant Received!
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)
Collaborator: Tongtai Machine & Tool Co. (東台精機股份有限公司)

    04/06/2017   Invited Talk
Lee, Chia-Yen (May 07, 2017). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). Taiwan Data Science Foundation (台灣資料科學協會), Academia Sinica 中央研究院人文社會科學館, Taipei, Taiwan.
(Slides) (Syllabus)

    04/26/2017   Journal Paper Accepted!
Lee, Chia-Yen and Bo-Syun Chen (陳柏勳), 2017. Mutually-Exclusive-and-Collectively-Exhaustive Feature Selection Scheme. Accepted in Applied Soft Computing.

    04/12/2017   Conference Paper Accepted!
Tsung-Lun Tsai (蔡宗倫), and Chia-Yen Lee, 2017. Data Mining for Yield Improvement of Photo Spacer Process in Color Filter Manufacturing. Accepted in the 27th International Conference on Flexible Automation and Intelligent Manufacturing (FAIM2017), Italy.

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. Accepted in the 27th International Conference on Flexible Automation and Intelligent Manufacturing (FAIM2017), Italy.

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. Accepted in the 27th International Conference on Flexible Automation and Intelligent Manufacturing (FAIM2017), Italy.

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. Accepted in the 27th International Conference on Flexible Automation and Intelligent Manufacturing (FAIM2017), Italy.

    03/01/2017   New Lab Members at Institute of Engineering Management (工程管理專班)!
江明璋 (Eric) and 黃豊哲 for MBA degree. Welcome to join our Lab family.
  
    03/01/2017   New Lab Members at Dept. of Computer Science and Information Engineering (成大資訊工程系)!
楊智丞, 鄭宇軒, 黃祺晏, and 王晉鋒 for CSIE undergraduate information project
Welcome to join our Lab family.

    02/20/2017   Honors and Awards!
Zeng, Jun-Hua (曾俊樺) (公告)
Master Thesis Award at Biomedical Sciences of Ke-Lin Technology 科林科技論文獎, NCKU
    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

    01/17/2017   Business Visiting and Fab Tour!
亞德客AirTAC國際集團  (Photo1) (Photo2)

亞 德客1988年創立於臺灣，全球知名專業氣動器材製造商，為自有品牌，生產自製率高達90%，垂直整合供應鏈體系。產品包含電磁閥、氣缸、氣動手指等各類 氣動元件和輔助元件，產品廣泛應用於機械製造各行各業。於台南、寧波、廣東皆設有生產基地，銷售中心也從東南亞更延伸至美國與歐洲。特別感謝劉佳斌協理、 林志豪經理、簡良銘課長、以及王維揚課長的詳細解說與熱情招待，讓我們從製造現場學到許多寶貴的經驗，謝謝大家！

    01/14/2017   Honors and Awards!
(Photo1) (Photo2) (Photo3)

蔡宗倫(Tsung-Lun Lun Tsai)、董昭宏(Zao-Hung Henry Dong)、蔡佳盈(Jia-Ying Helen Cai)、洪紹嚴(Shao-Yen Hung) (2016)
榮獲"第三屆半導體大數據分析競賽" 第二名與獎金10萬元!!!
Magna Cum Laude (second prize), 2016 Big Data Analytics Competition for Semiconductor Manufacturing. (sponsored by Taiwan Semiconductor Manufacturing Company, tsmc).
聯合報: http://udn.com/news/story/9/2230293

張博凱(Bo-Kai John Jang)、周百建(Bai-Jian Allan Chou)、曾蓁宜(Chin-Yi Tseng)、黃亭勳(Ting-Syun Tommy Huang)、
洪佑鑫(Yu-Shin Jeff  Hung) (2016)
榮獲"第三屆半導體大數據分析競賽" 佳作!!!
Honorable Mention, 2016 Big Data Analytics Competition for Semiconductor Manufacturing. (sponsored by Taiwan Semiconductor Manufacturing Company, tsmc).
   
    01/09/2017   Invited Talk!
Lee, Chia-Yen (Feb. 11, 2017). Data Science in Manufacturing: From Predictive to Prescriptive (製造資料科學: 從預測性思維到處方性決策). Taiwan Data Science Foundation (台灣資料科學愛好者年會), Academia Sinica 中央研究院人文社會科學館, Taipei, Taiwan.
   
    01/01/2017   Grant Received!
Bandwidth Signal Analysis of  Motor Vibration.
(感應馬達設備振動訊號數據分析, 2017)
Collaborator: Aliya Corp. (愛利雅科技股份有限公司)
   
    01/01/2017   Patent Received!
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

    12/09/2016   Honors and Awards!

Cai, Jia-Ying (蔡佳盈) (Photo)
Best Student Paper Award (最佳學生論文獎), The 17th Asia Pacific Industrial Engineering and Management Systems Conference (亞太工業工程與管理系統研討會APIEMS2016). (Dec. 2016)

    12/09/2016   Honors and Awards!
Lee, Chia-Yen
Best Practice Paper Award (First Prize) (最佳實務論文獎優勝), The 17th Asia Pacific Industrial Engineering and Management Systems Conference (亞太工業工程與管理系統研討會APIEMS2016). (Dec. 2016)

    12/09/2016   Honors and Awards!
Lee, Chia-Yen
Outstanding Young Industrial Engineer Award (優秀青年工業工程師獎)
中國工業工程學會 Chinese Institute of Industrial Engineers (CIIE). (Dec. 2016)

    11/09/2016   Honors and Awards!
Lee, Chia-Yen and Liang, Chia-Lung (梁家隆)
Best Industry-University Research Award (科技部工程司產學成果優良獎), Ministry of Science and Technology, Taiwan.
     Data Mining for Printing Forecast and Decision in Educational Publisher (2015) (產學合作研究計畫-應用型)
     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 (MOST104-2622-E-006-026-CC3)
      Collaborator: HAN LIN PUBLISHING CO.(翰林教育文化出版事業股份有限公司) 

    10/11/2016   Conference Paper Accepted!
Cai, Jia-Ying (蔡佳盈), Chia-Yen Lee, 2016. LASSO Variable Selection Techniques in Data Envelopment Analysis. Accepted in The 17th Asia Pacific Industrial Engineering and Management Systems Conference (APIEMS2016).

Lee, Chia-Yen, 2016. Nash Marginal Abatement Cost Estimation of Air Pollution Emissions by Stochastic Semi-Nonparametric Frontier in the Coal-Fired Power Industry. Accepted in The 17th Asia Pacific Industrial Engineering and Management Systems Conference (APIEMS2016).

    09/14/2016   Journal Paper Accepted!
Lee, Chia-Yen, 2016. Directional Marginal Productivity: A Foundation of Meta-Data Envelopment Analysis. Accepted in Journal of the Operational Research Society.

    08/12/2016   Dr. Andrew L. Johnson's Talk

Title: "Large Scale Benchmarking of Manufacturing Performance" (Photo1) (Photo2)
Bio: Andrew L Johnson is an Associate Professor and co-director of the Laboratory for Energy-Sustainable Operations in the Department of Industrial and Systems Engineering at Texas A&M University. He obtained his B.S. from the Grado Department of Industrial and Systems Engineering at Virginia Tech and his M.S. and Ph.D. from the H. Milton Stewart School of Industrial and Systems Engineering at Georgia Tech. His research interests include productivity and efficiency measurement, benchmarking, and production economics. He is an associate editor of IIE Transactions and a member of IIE, INFORMS, National Eagle Scout Association, and German Club of Virginia Tech. He is a co-organizer for the Spring 2016 NSF Workshop to Redefine Broader Impacts. For more information see his website www.andyjohnson.guru .

    08/05/2016   Grant Received!
Wire Bond Predictive Maintenance Analysis.
(Wire Bond 預測保養分析模組建立, 2016)
Collaborator: ASE Group (日月光半導體製造股份有限公司)

    07/27/2016   Business Visiting!

中 安養殖場 Chung-An Aquatic Farm (Photo1) (Photo2)
位於澎湖縣白沙鄉中屯村，專注於石斑魚、飼料魚養殖，並自行研發高單 價、高品質的石斑魚，市場主要以澎湖本地與台灣本島。特別感謝胡清旗老闆、胡志凡先生的詳細解說與熱情招待，讓我們學到養殖業的生產流程、法規政策與市場 挑戰。更 特此感謝李秋云小姐安排的當地接待，讓整個行程圓滿順利！
   
    07/12/2016   Invited Talk!
Lee, Chia-Yen (July12, 2016). Data Envelopment Analysis for Effectiveness Measure and Marginal Abatement Cost Estimation in the Power System Industry. Center for Energy & Environmental Policy Research (能源與環境政策研究中心), Beijing Institute of Technology (北京理工大學), Beijing, China.(News)

 
    06/30/2016   Honors and Awards!
CIIE Master Thesis Award Competition (Link)

Wu, Min-You (吳民友)- 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

Lin, Yung-Lun (林永倫)- 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

Liang, Chia-Lung (梁家隆)- 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

    06/30/2016   New Lab Members for IMIS (製造所)!
曾蓁宜, 周百建 (Allan Chou), 張博凱 (John Chang) for Master degree
Welcome to join our Lab family.
  
    06/28/2016   Conference Paper Accepted!
Chia-Yen Lee and Ho-Chien Chang (張 和健). 2016. The Case of Taiwan’s TFT-LCD Industry: Roadmap for a Successful Grand Alliance. The 2016 International Symposium on Semiconductor Manufacturing Intelligence(ISMI2016) , Aug. 7-10, 2016, Hsinchu, Taiwan.
  
    06/19/2016   New Lab Members for EMGP (工程管理專班)!
劉文聖 and 劉信岦 for MBA degree
Welcome to join our Lab family.
  
    05/31/2016   Journal Paper Accepted!
Lee, Chia-Yen, 2016. Nash-Profit Efficiency: A Measure of Changes in Market Structures. Accepted in European Journal of Operational Research.

    05/26/2016   Grant Received!
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) (產學合作研究計畫-應用型)
Collaborator: Lung Ting Life Sciences CO., LTD. (龍鼎生命科學股份有限公司)

    05/25/2016   Master Oral Defense Clear!
Chia-Lung Leon Liang (梁家隆)
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

Yung-Lun Marcus Lin (林永倫)
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

Jun-Hua Kevin Zeng (曾俊樺)
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
      
    05/17/2016   Journal Paper Accepted!
Huey-Wen Chou, Chia-Yen Lee, Huey-Kuo Chen, Mon-You Tsai, 2016. Evaluating Airlines with Slack-Based Measures and Meta-Frontiers. Accepted in Journal of Advanced Transportation.

    04/29/2016   Conference Paper Accepted at APPC2016!
Lee, Chia-Yen Lee, 2016. Nash Marginal Abatement Cost of Undesirable Outputs in Oligopolistic Market." Accepted at the 2016 Asia-Pacific Productivity Conference (APPC2016) to be held on July 7-10 at Nankai University in Tianjin, China.
 
    04/01/2016   Journal Paper Accepted!
Wang, Ke, Chia-Yen Lee, Jieming Zhang, and Yi-Ming Wei, 2016. Operational performance management of the power industry: A distinguishing analysis between effectiveness and efficiency. Accepted in Annals of Operations Research. (MOST103-2221-E-006-122-MY3)

    03/11/2016   Grant Received!
Intelligent Production Automation: Data Mining for Yield Improvement of Color Filter in TFT-LCD Manufacturing.
(群創光電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)
Collaborator: Etu (知意圖股份有限公司) and Innolux  (群創光電股份有限公司)

    02/22/2016   New Lab Members at IMIS (製造所)!
Haleh Delnava (戴荷雷) for Ph.D. degree
黃亭勳 (Tommy Huang) for Master degree
Welcome to join our Lab family.
  
    02/22/2016   New Lab Members at Dept. of Computer Science and Information Engineering (成大資訊工程系)!
呂開誠, 吳欣燁, and 林詠倫 for CSIE undergraduate information project
Welcome to join our Lab family.

    02/16/2016   Journal Paper Accepted!
Lee, Chia-Yen and Ming-Chien Chiang (江明建), 2016. Aggregate Demand Forecast with Small Data and Robust Capacity Decision in TFT-LCD Manufacturing. Accepted in Computers & Industrial Engineering. (MOST103-2221-E-006-122-MY3 and MOST103-2218-E-007-023)
  
    02/15/2016   Honors and Awards!
Lee, Chia-Yen. Certificate of Outstanding Reviewer in Computers & Industrial Engineering, Elsevier. (Nov. 2015)

    12/12/2015   Honors and Awards!
Best Paper Award for 2015 Chinese Institute of Industrial Engineers (CIIE) Conference & Annual Meeting. (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
Wei-Chun Sun (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)

    11/13/2015   Master Oral Defense Clear!
Min-You Mio Wu (吳民友) (Photo)
Thesis: Multi-Objective Stochastic Scheduling Optimization: A Study of Auto Parts Manufacturer in Taiwan.
           多目標隨機排程最佳化：以台灣汽車零組件製造商為例

Wei-Chun Vicky Sun (孫維君) (Photo)
Thesis: Biodiesel Economic Analysis and Global Supply Chain Stochastic Optimization
           生質柴油之經濟分析與跨國供應鏈隨機最佳化
      
    11/06/2015   Conference Paper Accepted in CIIE (中國工業工程學術研討會)!
Min-You Wu (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) Conference & Annual Meeting, Taichung, Taiwan.

Wei-Chun Sun (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) Conference & Annual Meeting, Taichung, Taiwan.

Yung-Lun Lin (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.

Jun-Hua Zeng (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) Conference & Annual Meeting, Taichung, Taiwan.

Chia-Lung Liang (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) Conference & Annual Meeting, Taichung, Taiwan.
  
    11/04/2015   Editorial Board!
Lee, Chia-Yen, Associate Editor, Flexible Services and Manufacturing Journal (Springer). (Nov. 2015)
  
    10/16/2015   Business Visiting and Fab Tour!
龍鼎生命科學股份有限公司(Lung Ting Life Sciences Co.) (Photo1) (Photo2)
位於台南市後壁區台灣蘭花生物科技園區，專注於蝴蝶蘭育種、研發及高 品質蝴蝶蘭組織培育為主的精緻農業，培養分生苗、種苗、開花株、切花等全產品之生產與行銷通路。尤其專注於蝴蝶蘭高單價、高品質的市場，並將經驗延伸於新 產品中藥草的種植，產品行銷遍 及日本、歐洲、美國及世界各地。特別感謝李一道總經理、王雅麗研發經理等人的熱情招待與廠區說明，讓我們對蝴蝶蘭育種有了進一步地瞭解，深切地感受到引領 台灣精緻農業走上國際的企圖心。
   
    10/02/2015   Conference Paper Accepted!
曾俊樺(Jun-Hua Zeng) , 林順傑, 李家岩(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.
  
    09/02/2015   Business Visiting and Fab Tour!
台 灣菸酒股份有限公司-善化啤酒廠  (Taiwan Tobacco & Liquor Corporation)
瞭 解啤酒的製作材料與過程，使用大麥芽、啤酒花、蓬萊米、水做為原料或副原料，經過製麥、糖化、發酵、熟成、過濾等製程步驟發酵而成的酒類。除了菸類與酒品 的相關事業外、也從事生技產品的發展，包含美容保養、保健食品、清潔用品等，也從善化啤酒廠萃取新鮮天然的活菌啤酒酵母製作研發啤酒麵包。特別感謝賀振旺 科長、花崇瑋先生等人的熱情招待與廠區說明，對啤酒釀造有了進一步地瞭解。
   
    08/20/2015   Journal Paper Accepted!
Lee, Chia-Yen and Peng Zhou, 2015. Directional Shadow Price Estimation of CO2, SO2 and NOx in the United States Coal Power Industry 1990-2010. Accepted in Energy Economics. (MOST103-2221-E-006-122-MY3)
  
    08/20/2015   Big Data Analytics for Semiconductor Manufacturing!
半導體大數據競賽培訓課程- 8/20成 功大學台南場，地點：製造資訊與系統研究所R95405。
對 資料探勘與大數據分析有興趣的人士，請參考 http://step.unison.org.tw/bigdata/。
  
    07/31/2015   Journal Paper Accepted!
Lee, Chia-Yen, 2015. Most Productive Scale Size versus Demand Fulfillment: A Solution to the Capacity Dilemma. Accepted in European Journal of Operational Research. (MOST103-2221-E-006-122-MY3)
  
    07/14/2015   New Lab Members at IMIS (製造所) and EMGP (工程管理專班)!
何信恩 (Seraph) and 郭珀菁 (Amber Kuo) for Ph.D. degree
蔡宗倫 (Lun Tsai), 洪紹嚴, 董昭宏, and 蔡佳盈 (Helen Tsai) for Master degree
羅凱鳴, 黃輝隆, and 林暉凱 for MBA degree
Welcome to join our Lab family.
  
    06/24/2015   Journal Paper Accepted!
Lee, Chia-Yen, and A. L. Johnson, 2015. Effective Production: Measuring of the Sales Effect using Data Envelopment Analysis. Accepted in Annals of Operations Research. (NSC101-2218-E-006-023, NCKU RCETS)
  
    06/17/2015   Grant Received!
SPC Big Data: Data Mining for Delamination Diagnosis in the Semiconductor Assembly Process.
(SPC Big Data: 以資料探勘改善半導體封裝製程良率於脫層現象分析, 2015)
Collaborator: ASE Group (日月光半導體製造股份有限公司)
  
    05/29/2015   Grant Received!
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, 2015)
Collaborator: HAN LIN PUBLISHING CO.(翰林教育文化出版事業股份有限公司)
  
    05/21/2015   Grant Received!
Hybrid Fault Detection and Classification Technique for Time Series Pattern (複合式在製品缺陷分類技術, 2015)
Industrial Technology Research Institute (工業技術研究院)
  
    05/20/2015   Honors and Awards!
Lee, Chia-Yen, 2015. High Quality Paper Grant (高品質論文獎助), National Cheng Kung University.
Chen, Bo-Syun, 2015. Student Research Competition Grant (獎勵學生參與學術競賽), National Cheng Kung University.

    03/27/2015   Honors and Awards!
Lee, Chia-Yen, 2015. Rising Star Grant (「明日之星」研究獎助), National Cheng Kung University.
 
    03/17/2015   New Lab Members at Institute of Engineering Management (工程管理專班)!
黃正宏 (Tim) and 林昱伶 for MBA degree. Welcome to join our Lab family.
  
    03/06/2015   Business Visiting and Fab Tour!
日月光半導體製造股份有限公司 Advanced Semiconductur Engineering (ASE) Inc.
台 灣半導體封測第一大廠，全世界OSAT四強之一，從封裝設計到組裝測試，提供了一條龍完整的Turnkey Solution。此次與日本學者團一同參訪，由武藏大學板垣博(Itagaki Hiroshi)教授領軍，進行田野訪談，瞭解半導體封測公司概況與IT自動化系統在高科技產業中扮演的角色，透過親臨現場(Line Tour)更深入了解廠內運作實務。誠摯 感謝自動化中心李政傑處長、邱煜程經理、詹宗穆經理、與朱寓理經理、與秘書團隊的熱心安排與經驗交流。

    02/25/2015   New Lab Members at Dept. of Computer Science and Information Engineering (成大資訊工程系)!
陳建旭, 鄭佩怡, and 李季紘  for CSIE undergraduate information project
Welcome to join our Lab family.

    12/20/2014   Business Visiting and Fab Tour!
華新麗華股份有限公司 (Walsin Lihwa Corp.gateio
華 新麗華不鏽鋼鹽水廠企業參訪 (供應鏈管理課程)。年產鋼胚50萬噸、盤元20萬噸、鋼捲35萬噸，是台灣唯一從煉鋼、軋製、退火、酸洗、削皮、冷抽之不鏽鋼長條類一貫化作業，產品銷 售市場遍佈全球。在營運與生產資訊系統架構上，呈現出從工業3.0正在邁向工業3.5的自動化轉型契機與趨勢。上善若水的企業精神與文化，深植人心。誠摯 感謝陳國輝處長與張家祥股長的工廠細部解說，與工程管理在職專班同學的經驗交流。

    12/10/2014   Business Visiting and Fab Tour!
三星科技股份有限公司 (SAN SHING FASTECH CORP.)
全世界每十顆螺帽就有一顆來自台灣的三星科技，主攻汽車螺帽，並且螺絲、螺帽模具產量全球最大。工廠參訪過程中跟想像中的傳產感覺不一樣，廠內舒適與安全 性都兼顧到，落實"精實生產"的哲學隨處可見。誠摯感謝陳義忠副總經理、蘇登桂廠長、趙培成技術經理的經驗分享與交流。

    12/08/2014   Business Visiting and Fab Tour!
翰林教育文化事業出版社 (Han-Lin Publisher)
回到小時候教科書出版的故鄉。從中瞭解教育出版社的營運與挑戰外，「教育優先」一直存在於翰林的企業文化中，發人深省，藉此也重新省思大學教育的發展。感 謝周耀琨總經理、吳惠葉協理、賴勇叡協理、與莊雅雯經理的寶貴經驗分享。

    12/06/2014   Honors and Awards!
Lee, Chia-Yen- Best Paper Award, 2014 Chinese Institute of Industrial Engineers (CIIE) Conference & Annual Meeting.
    Multiobjective Stochastic Programming and Production Economics for Addressing A Capacity Dilemma.
    以多目標隨機規劃與生產經濟學權衡產能困境
    獲得2014中國工業工程學會年會暨學術研討會最佳論文獎

    11/14/2014   Journal Paper Accepted!
Lee, Chia-Yen, 2014. Distinguishing Operational Performance in Power Production: A New Measure of Effectiveness by DEA. Accepted in IEEE Transactions on Power Systems. (NSC102-2410-H-006-055, NCKU RCETS)
  
    08/17//2014   Honors and Awards!
Chen, Bo-Syun and Chia-Yen Lee, 2014. Best Paper for Modeling & Decisions.
International Symposium on Semiconductor Manufacturing Intelligence (ISMI2014).
"MECE Variable Selection: an Example of Semiconductor Manufacturing"

    07/23/2014   New Lab Members at IMIS!
林永倫 (Marcus Lin), 曾俊樺 (Jun-Hua Zeng), and 梁家隆 (Chia-Lung Liang) for MS degree.
Welcome to join our Lab family.

    07/10/2014   Appreciation!
"I would like to thank all of the students who joined my first-time-served course “Mind of the Strategist” in 2014, Spring. Thanks for your encouragement and thoughtfulness." - Chia-Yen Lee.  <Student's evaluation and comments>

    07/07/2014   Honors and Grant Received!
Lee, Chia-Yen, 2014-2017. Outstanding Young Scholar Grant, Ministry of Science and Technology.
"Advanced Research on Marginal Productivity: Marginal-Profit-Oriented Efficiency, Shadow Prices of Air Pollutants, and Robust Capacity Planning."

李家岩, 2014-2017. 科技部優秀年輕學者研究計畫
- 邊際生產力之前瞻研究: 邊際利潤導向之效率分析、空氣汙染之影子價格及穩健產能規劃。

    06/18/2014   Happy Teacher's Birthday!
Lab members have a wonderful time for Teacher's Birthday. Photo 
  
    06/16/2014   New Lab Members at Institute of Engineering Management (工程管理專班)!
鄧學賢 (Alex) and 周奕任 for MBA degree. Welcome to join our Lab family.
  
    05/01/2014   New Lab Members at Institute of Engineering Management (工程管理專班)!
曾成德 (Jerry) and 陳凱緯 (Kai-Wei Chen) for MBA degree. Welcome to join our Lab family.
  
    03/27/2014   Honors and Awards!
Lee, Chia-Yen, 2014. Rising Star Grant (「明日之星」研究獎助), National Cheng Kung University.

    01/13/2014   Journal Paper Accepted!
Lee, Chia-Yen, and A. L. Johnson, 2014. Measuring Efficiency in Imperfectly Competitive Markets: an Example of Rational Inefficiency. Accepted in Journal of Optimization Theory and Applications. Available at SSRN: http://ssrn.com/abstract=2042741.
  
    02/27/2014   New Lab Members at Dept. of Computer Science and Information Engineering (成大資訊工程系)!
蔡宗倫, 洪紹嚴, and 連炤越 for CSIE undergraduate project
Welcome to join our Lab family.

    02/12/2014   Grant Received!
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化)
NCKU Research Center for Energy Technology and Strategy (成功大學能源科技與策略研究中心)
  
    01/13/2014   Journal Paper Accepted!
Lee, Chia-Yen, 2013. Meta-Data Envelopment Analysis: Finding a Direction Towards Marginal Profit Maximization. Accepted in European Journal of Operational Research.  Available at  SSRN: http://ssrn.com/abstract=2295739.
  
    12/07/2013   Honors and Awards!
Lee, Chia-Yen- Best Paper Award, 2013 Chinese Institute of Industrial Engineers (CIIE) Conference & Annual Meeting.
    Shadow Price Estimation of Air Pollution Emissions in Cap-and-Trade Regulation.
    估計空氣汙染之影子價格於限制與交易市場政策
    獲得2013中國工業工程學會年會暨學術研討會最佳論文獎

    11/11/2013   Honors and Awards!
Lee, Chia-Yen, 2013 NCKU Special Outstanding Talent Award (特殊優秀人才獎勵), National Cheng Kung University.

    10/22/2013   New Lab Members at Institute of Engineering Management (工程管理專班)!
許壬洪 (Jen-Hong Hsu) for MBA degree. Welcome to join our Lab family.

    10/06/2013   Honors and Awards!
Lin, Shu-Hung (林書弘)- Thesis Award of Supply Chain Management recognized by Chinese Management Association
    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
    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.  Photo

    09/28/2013   Happy Teacher's Day!
Lab members have a wonderful time for Teacher's Day. Photo 
  
    09/13/2013   Journal Paper Accepted!
Lee, Chia-Yen, C. Chen, and C. Chien, 2013. A Simulation Analysis of a TFT-LCD Fab Capacity Expansion with a Distant Transportation Problem. Accepted in International Journal of Production Research.
  
    08/12/2013   Journal Paper Accepted!
Lee, Chia-Yen and C.-F. Chien, 2013. Stochastic Programming for Vendor Portfolio Selection and Order Allocation under Delivery Uncertainty. Accepted in OR Spectrum.

    07/31/2013   Journal Paper Accepted!
Lee, Chia-Yen, and A. L. Johnson, 2013. Proactive Data Envelopment Analysis: Effective Production and Capacity Expansion in Stochastic Environments. Accepted in European Journal of Operational Research. Available at SSRN: http://ssrn.com/abstract=2174769

    07/10/2013   Conference Paper Accepted!
Liu, W.-Y., 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.
Lin, S.-H., 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.

    07/09/2013   New Lab Members at Institute of Engineering Management (工程管理專班)!
江明建 (Ming-Chien Chiang), 張和健 (Ho-Chien Chang) and 陳偉欽 (Wei-Chin Sizemore Chen) for MBA degree
Welcome to join our Lab family.

    06/22/2013   Honors and Awards!
Lin, Shu-Hung (林書弘)- Master Thesis Award of Chinese Institute of Industrial Engineers (CIIE)
    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
    獲得2013工業工程學會碩士論文競賽生產系統組優勝；

Liu, Wei-Yi (劉韋億)- Master Thesis Award of Chinese Institute of Industrial Engineers (CIIE)
    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
    獲得2013工業工程學會碩士論文競賽生產系統組佳作

    06/03/2013  Honors and Awards!
Lee, Chia-Yen, 2013. High Quality Paper Grant (高品質論文獎助), National Cheng Kung University.

    05/31/2013  New Lab Members at IMIS!
陳柏勳 (Bo-Syun Chen) and 曾俊然 (Chun-Jan Tseng) for Ph.D degree
吳民友 (Min-You Wu), 孫維君 (Wei-Chen Sun) and 簡裕峰 (Yu-Feng Chien) for MS degree
Welcome to join our Lab family.

    03/15/2013  Conference Paper Accepted!
Lee, Chia-Yen, 2013, "Multi-Product Differential Characteristics of Efficient Frontier in Data Envelopment Analysis", The 13th European Workshop on Efficiency and Productivity Analysis (EWEPA"13), Aalto University School of Business, Helsinki, Finland.

    11/26/2012   Journal Paper Accepted!
Lee, Chia-Yen, A. L. Johnson, E. Moreno-Centeno, and T. Kuosmanen, 2012, “A More Efficient Algorithm for Convex Nonparametric Least Squares”, accepted in European Journal of Operational Research. Available at SSRN: http://ssrn.com/abstract=1981260

    11/01/2012   Honors and Awards!
Lee, Chia-Yen, Summa Cum Laude of the national INFORMS Student Chapter Annual Award by Chapters/Fora Committee, USA.

    09/17/2012   Website Opening!!