| 研究生: |
洪子哲 HUNG, TZU-CHE |
|---|---|
| 論文名稱: |
TFT-LCD面板製造廠CIM客服中心知識庫系統之研究 A Knowledge-Based Helpdesk System For TFT-LCD Factory CIM |
| 指導教授: |
李昇暾
Li, Sheng-Tun |
| 學位類別: |
碩士 Master |
| 系所名稱: |
管理學院 - 工業與資訊管理學系碩士在職專班 Department of Industrial and Information Management (on the job class) |
| 論文出版年: | 2007 |
| 畢業學年度: | 95 |
| 語文別: | 中文 |
| 論文頁數: | 80 |
| 中文關鍵詞: | 知識表達 、知識擷取 、CIM 、客服中心 、知識庫系統 |
| 外文關鍵詞: | CIM, Helpdesk, Knowledge-Based System, Knowledge Acquisition, Knowledge Representation |
| 相關次數: | 點閱:81 下載:3 |
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TFT-LCD薄膜電晶體顯示器為我國重大的「兩兆雙星」產業。CIM系統(Computer Integrated Manufacturing System)主要是利用電腦控制網路與管理技術,將產品由工廠投入到成品產出的所有生產過程與控制整合在一起,CIM的電腦及網路系統整合工廠內生產過程的資訊流與物流功能,以期在最短時間內,用最低的成本生產出品質最佳化的產品。客服中心是TFT-LCD製造工廠CIM系統重要的服務窗口,因為CIM系統需整合各式子系統而變得龐大複雜,各子系統專家所提出的異常處理程序數量多而且程序繁瑣,但是客服中心的人力並不會隨著增加。因此如何協助線上客服人員快速找到正確的異常處理程序是一個關鍵的課題。本研究擬探討建構CIM知識庫系統,將CIM的各子系統及異常處理程序以口語草稿分析法(Verbal Protocol Analysis, VPA) 及問題行為圖(Problem Behavior Graph, PBG)的(Knowledge Acquisition,KA)技術將專家知識轉化為知識庫物件及建立知識法則,再配合知識庫系統之前後向推論機制推論出適當解決方案以解決客服人員的問題。此知識庫系統可以收集並整理工廠內各資訊系統專家的知識,以幫助經驗不足的客服人員迅速的找到問題的分類以及相對應的解決方法,目標是整理並建立CIM系統異常處理知識庫物件及法則,建立CIM系統客服中心的各種功能模組。最後並以各種實際狀況驗證本知識庫系統的各項功能模組,以證明系統知識庫元件以及推論機制的可行性。
TFT-LCD is one of the most important industries in Taiwan. Up to 2006 year's end, Taiwan is the most major large-size TFT-LCD production area in the whole world. CIM (Computer Integrated Manufacturing) System using the most advanced computer and network technology to manage and control the whole production activities in a TFT-LCD factory. The Purpose of CIM system is to integrate the functions of material control and information flows to improve the production efficiency, lower the production cost, and to optimize the product quality. Since the helpdesk is the only service contact window of the CIM system for 7 days 24 hours, and the agent member in helpdesk will not increase as the CIM system becomes more and more complex. How to help the helpdesk agent to find out system problem quickly and solve it correctly becomes a very important and critical issue. In this article we present an approach to develop a knowledge-based system for TFT-LCD Factory CIM Helpdesk, using Knowledge Acquisition (KA) technologies such as VPA (Verbal Protocol Analysis) and PBG (Problem Behavior Graph) processes to collect and analysis knowledge elements from experts of CIM subsystems. Then we developed different inference methods including Forward-Chaining and Backward-Chaining to adapt the different functional requirements for helpdesk agents to solve their problems. Through these processes, the knowledge classes and rules were successfully modeled and the knowledge-based helpdesk system was successfully verified by real test cases in the TFT-LCD factory CIM system.
平面顯示器產業資訊網(2007), http://www.display.org.tw/
財團法人國家政策研究基金會(2006), 台灣科技產業與人才培訓科經(研) 095-032號., http://www.npf.org.tw/PUBLICATION/TE/095/E-R-095-032.htm
財團法人國家實驗研究院科技政策研究與資訊中心 (2007), http://cdnet.stpi.org.tw/techroom/policy/policy_06_163.htm
薛兆亨、李昇暾 (2002)『個別財報專家決策知識模式之研究』,中華民國資訊管理學報,第八卷第二期,137~151頁。
Applied Materials (2005) Applied WorkStream.,
http://www.appliedmaterials.com/products/workstream.html
Becerra-Fernandez, I., Gonzalez, A., and Sabherwal, R. (2004). Knowledge Management: Challenges, Solutions, and Technologies. New Jersey:Prentice Hall.
Bozdana, A. T. and Eyercolu, O. (2002) Development of an Expert System for the Determination on Injection Moudling Parameters of Thermoplastic Materials:EX-PIMM, Journal of Materials Processing Technology. 128, 113-122
Chau, K.W., Albermani, F., (2003) A Coupled Knowledge-Based Expert System For Design Of Liquid-Retaining Structures, Automation in Construction. 12, 589– 602
Chau, K.W., Chen, W., (2001) An Example Of Expert System On Numerical Modeling System In Coastal Processes, Advances In Engineering Software. 32, 695-703
Chau, K.W., Chuntain, C., Li, C.W. (2002) Knowledge Management System On Flow And Water Quality Modeling, Expert Systems with Applications. 22, 321–330
Chen, C.W., Chen, L.L., Geng, L. (2000) Knowledge Engineering for an Intelligent Cased-Based System for Help Desk Operations, Expert Systems With Applications. 18 ,125-132.
Ericsson, K.A. and Simon, H.A., 1993, Protocol Analysis: Verbal Reports as Data, MIT Press, pp.371- 393.
Ericsson, K. A., 2007, “Protocol analysis and Verbal Reports on Thinking An updated and extracted version from Ericsson (2002)”, http://www.psy.fsu.edu/faculty/ericsson/ericsson.proto.thnk.html
Fikes, R., Kehler, T. (1985) The Role of Frame-Based Representation in Reasoning, Communications of the ACM. 28 (9), 904-920.
Foo, S., Hui, S.C., and Liu, S. (2000) An Integrated Help Desk Support for Customer Services over The World Wide Web - A Case Study, Computers in Industry .41, 129-145.
Fujita, M. S. L., Nardi, M. I. A. and Fagundes, S. A., 2003 , “Observing documentary reading by verbal protocol”, Information Research, Vol. 8 No.4
Göker, M.H., Roth-Berghofer, T. (1999) The Development and Utilization of the Cased-Based Help-Desk Support System HOMER, Engineering Applications of Artificial Intelligence .12 , 665-680.
González, L.M., Giachetti, R.E., and Ramirez, G.. (2005) Knowledge Management-Centric Help Desk:Specification and Performance Evaluation. Decision Support Systems. 40, 389-405.
Jeon, W.-S., Song, J.-H.(2002) An Expert System for Estimation of Fatigue Properties of Metallic Materials, International Journal of Fatigue. 24, 685-698.
Jiao, J., Zhang, W., Zhao, Z., and Cha, J. (1999) An Integrated Intelligent Approach To Process Diagnosis In Process Industries, International Journal of Production Research. 37 (11) 2565-2583
Lau, H. Y. K. and Mak, K. L. (2001) An Extended Unified Framework for the Rapid Development of Automated Manufacturing Systems, Mechatronics. 11, 131-155
Law, Y. F. D., Foong, S. B., and Kwan, S. E. J. (1997) An Integrated Case-Based Reasoning Approach for Intelligent Help Desk Fault Management, Expert Systems With Applications. 13 (4), 265-274.
Li, S.-T., Shue, L.-Y., & Shiue, W. (2000). The Development of a Decision Model for Liquidity Analysis. Expert System With Applications. 28, 91-103
Liao, H. T., Enke, D., Wiebe, H. (2004) An Expert Advisory System For The ISO 9001 Quality System,Expert Systems with Applications. 27 , 313–322
Liao, S. H. (2005) Expert System Methodologies And Applications — A Decade Review From 1995 to 2004, Expert Systems with Applications. 28 , 93–103
Martin, J. C., Toll, D. G.. (2006) The Development Of A Knowledge-Based System For The Preliminary Investigation Of Contaminated Land, Computers and Geotechnics. 33, 93–107
Minsky, M. (1975) A Framework for Representation Knowledge, The Psychology of Computer Vision, P. Winston (Ed.), New York:McGraw-Hill.
Negnevisky, M. (2005). Artificial Intelligence:A Guide to Intelligent Systems. Harlow, England:ADDISON WESLEY.
Rulemachines Corporation (2006) Visual Rule Studio White Paper Library. Retrieved Nov. 8, 2006, http://www.rulemachines.com/Whitepapers/Index.htm
SEMI (2006) About the SEMI Standards Program., http://www.semi.org/
Tsang, C. and Bloor, C.(1994) “A Medical Expert System Using Object-Oriented Framework.” Seventh Annual IEEE Symposium on Computer-Based Medical Systems, 176-181.
Turban, E. (1988) Review of Expert Systems Technology. IEEE Transactions on Engineering Management. 35 (2), 1-81.
Zha, X. F., Lim, S. Y. E., and Fok, S. C. (1999) Integrated Knowledge-based Approach and System for Product Design for Assembly, International Journal of Computer Integrated Manufacturing. 12 (3) 211-237