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題名：建構關聯規則資料挖礦架構及其在臺電配電事故定位之研究
書刊名：資訊管理學報
作者：彭金堂／張盛鴻 引用關係／簡禎富／楊景晴
作者(外文)：Peng, Jin-tang／Chang, Sheng-hung／Chien, Chen-fu／Yang, Jing-ching
出版日期：2005
卷期：12:4
頁次：頁121-141
主題關鍵詞：資料挖礦；關聯規則；配電事故定位；能源；決策分析；Data mining；Association rule；Fault location；Energy；Decision analysis
原始連結：連回原系統網址new window
相關次數：
  • 被引用次數被引用次數:期刊(2) 博士論文(1) 專書(1) 專書論文(0)
  • 排除自我引用排除自我引用:2
  • 共同引用共同引用:91
  • 點閱點閱:104
電力是現代社會不可或缺的能源，配電事故為影響電力系統安全性、可靠度以及供電品質的重要因素。當配電事故發生時，台電人員必須藉由檢視或利用發電試驗找出事故發生位置，並進一步將之隔離與維修。但經由這樣一連串的測試與試驗，不僅將對會線路造成一定程度的損害，亦無法在短時間內找到事故位置以儘快修復恢復供電。因此如何發展一套可以快速有效找到事故發生地點方法，來縮短恢復供電時間減少經濟損失，成為非常重要的議題。本研究目的即針對此一需求，利用關聯規則的資料挖礦方法來分析配電事故歷史資料，並結合領域專家的知識，找出事故發生原因的關聯性，本文以台電配電事故停電記錄表所記錄之資料為實證來檢驗研究效度。研究發現本研究可以提供維修人員在特定決策環境下推測配電事故原因的規則，來減少事故定位所需的時間增加事故診斷正確性，進而減少停電損失提升供電品質。
Electrical power is a crucial energy in modem world. Distribution feeder fault causes power outage. It is crucial to locate the fault quicker so to reduce the outage time and thus avoid huge economical loss. In practice. feeder patrols usually identify the fault locations by referencing to the regional distribution of the trouble calls. the abnormal observations of the feeders. complained or reported in the calls. and the conditions in the surrounding environments. Then. feeder patrols have to rush into the field along feeder to locate the fault mainly by visual inspection and by trial energization of the feeder. section by section. Such a trial feeder energization is harmful to the cable and frequently takes a long time for power restoration. This study aims to develop a data mining framework based on association rule to derive useful patterns and rules for distribution feeder fault location. In particular. the historical data of distribution feeder faults of Taiwan power Company is used for validation. This database has recorded each fault with a table including time. date. month. year. address. equipment of fault. causes or accidents and so on for many years. The results have demonstrated practical viability of data mining approach for fault location.
期刊論文
1.Peng, J.-T.、Chien, C. F.、Tseng, T. L. B.(2004)。Rough Set Theory for Data Mining for Fault Diagnosis on Distribution Feeder。IEE Proceedings - Generation, Transmission, and Distributions，151(6)，689-697。  new window
2.Changchien, S. Wesley、Lu, Tzu-Chuen(2001)。Mining Association Rules Procedure to Support on-line Recommendation by Customers and Products Fragmentation。Expert Systems with Applications，20(4)，325-335。  new window
3.Tung, Anthony K. H.、Lu, Hongjun、Han, Jiawei、Feng, Ling(2003)。Efficient Mining of Intertransaction Association Rules。IEEE Transactions on Knowledge and Data Engineering，15(1)，43-56。  new window
4.簡禎富、林鼎浩、彭誠湧、徐紹鐘(20010700)。建構半導體晶圓允收測試資料挖礦架構及其實證研究。工業工程學刊，18(4)，37-47。new window  延伸查詢new window
5.Han, J.、Fu, Y.(1999)。Mining Multiple-Level Association Rules in Large Databases。IEEE Transactions on Knowledge and Data Engineering，11(5)，798-805。  new window
6.Berzal, F.、Cubero, J. C.、Marin, N.、Serrano, J. M.(2001)。TBAR: An Efficient Method for Association Rule Mining in Relational Databases。Data & Knowledge Engineering，37(1)，47-64。  new window
7.簡禎富、黃三倍、翁得誠(2001)。臺電契約容量決策分析與某半導體廠之實證研究。管理研究學報，1(1)，55-68。new window  延伸查詢new window
8.陳家仁、陳彥良、陳禹辰(2003)。在少樣商品或短交易長度情況下挖掘關聯規則。資訊管理學報，9(2)，55-72。new window  延伸查詢new window
9.Talukdar, Sarosh N.、Cardozo, Elerl(1988)。A Distributed Expert System for Fault Diagnosis。IEEE Transactions on Power Systems，3(2)，641-646。  new window
10.Taylor, Leroy S.、Chow, Mo-Yuen(1993)。A Novel Approach for Distribution Fault Analysis。IEEE Transactions on Power Delivery，8(4)，1882-1889。  new window
11.簡禎富、Chen, Shi-Lin、林奕欣(2002)。Using Bayesian Network for Fault Location on Distribution Feeder。IEEE Transactions on Power Delivery，17(3)，785-793。  new window
12.陳穆臻(2003)。Configuration of Cellular Manufacturing Systems Using Association Rule Induction。International Journal of Production Researc，41(2)，381-395。  new window
13.El-Hami, M.、Lai, L. L.、Daruvala, D. J.、Johns, A. T.(1992)。A New Travelling-wave Based Scheme for Fault Detection on Overhead Power Distribution Feeders。IEEE Transactions on Power Delivery，7(4)，1825-1833。  new window
14.Fukui, Chihiro、Kawakami, Junzo(1986)。An Expert System for Fault Section Estimation Using Information from Protective Relays and Circuit Breakers。IEEE Transactions on Power Delivery，1(4)，83-90。  new window
15.Girgis, Adly A.、Johns, Melisa B.(1989)。A Hybrid Expert System for Faulted Section Identification, Fault Type Classification and Selection of Fault Location Algorithms。IEEE Transactions on Power Delivery，4(2)，978-985。  new window
16.Girgis, Adly A.、Fallon, Christopher M.、Lubkeman, David L.(1993)。A Fault Location Technique for Rural Distribution Feeders。IEEE Transactions on Industry Applications，29(6)，1170-1175。  new window
17.許源浴、呂福釗、Chien, Y.、Liu, J. P.、Lin, J. T.、Yu, H. S.、Kuo, R. T.(1991)。An Expert System for Locating Distribution System Faults。IEEE Transactions on Power Delivery，6(1)，366-372。  new window
18.Johns, A. T.、Lai, L. L.、El-Hami, M.、Daruvala, D. J.(1991)。New Approach to Directional Fault Location for Overhead Power Distribution Feeders。IEE Proceedings C: Generation, Transmission and Distribution，138(4)，351-357。  new window
19.Rodrigo, P. Deepal、Boyer, John E.(1996)。Location of Outages in Distribution Systems Based on Statistical Hypotheses Testing。IEEE Transactions on Power Delivery，11(1)，546-551。  new window
20.Tomsovic, Kevin、Liu, Chen-Ching、Ackerman, Paul、Pope, Steve(1987)。An Expert System as a Dispatchers' Aid for the Isolation of Line Section Faults。IEEE Transactions on Power Delivery，2(3)，736-743。  new window
圖書
1.簡禎富(2005)。決策分析與管理：全面決策品質提升之架構與方法。雙葉書廊。new window  延伸查詢new window
2.Berry, Michael J. A.、Linoff, Gordon S.(1997)。Data Mining Techniques for Marketing, Sales and Customer Support。John Wiley & Sons, Inc.。  new window
3.經濟部能委會(2002)。能源政策白皮書。能源政策白皮書。臺北市。  延伸查詢new window
4.(2000)。臺灣電力公司統計年報。臺灣電力公司統計年報。臺北市。  延伸查詢new window
 
 
 
 
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