| 研究生: |
曾思敏 Ssu-Min Tseng |
|---|---|
| 論文名稱: |
關鍵基礎設施相依性模型設計與應用 Data Collection and Analysis of Critical Infrastructure Interdependency Relationships |
| 指導教授: |
周建成
Chien-Cheng Chou |
| 口試委員: | |
| 學位類別: |
碩士 Master |
| 系所名稱: |
工學院 - 土木工程學系 Department of Civil Engineering |
| 畢業學年度: | 97 |
| 語文別: | 中文 |
| 論文頁數: | 53 |
| 中文關鍵詞: | GSP 、關鍵基礎設施 、資料探勘 |
| 外文關鍵詞: | Data mining, Critical infrastructure interdependency, Generalized sequential patterns discovery |
| 相關次數: | 點閱:7 下載:0 |
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關鍵基礎設施為國家重要的資產,用以連續地產生或輸送重要貨物或服務,例如交通設施、電力設施等。大部分關鍵基礎設施彼此是相依的,關鍵基礎設施的某元件,與關鍵基礎設施的某元件之間,可能有某種相依性,當其中之一發生損害,另一個可能造成破壞或是產生連鎖效應等。如供水系統需靠電力設施運作,當電力設施損毀時供水也將受影響,此互動關係將建立跨越系統的複雜性。研究顯示完整與正確的關鍵基礎設施與其相依性資料對於建立災害管理系統來說非常重要。要改善目前的救災策略成效,關鍵基礎設施相依性資料是必要的。
本研究收集台北市各地區各類關鍵基礎設施的損壞紀錄,過濾出只與外部因素或是關鍵基礎設施相依性造成的損害紀錄,接著進行序列資料的探勘,瞭解時常發生的不同關鍵基礎設施之序列式破壞為何,並使用Weka軟體找出各地區各類關鍵基礎設施服務水準下降對於其他關鍵基礎設施間的影響,並引入防火牆的概念設計新的程式,找出維持重要基礎設施順利運作的其他項基礎設施,以確保重要基礎設施安全,最後並對此研究撰寫結論與建議。
Critical infrastructures are important national assets for producing or distributing continuous flows of essential goods or services. When one critical infrastructure shuts down due to an external disruption, it can be expected that other critical infrastructures that need goods or services provided by the discontinued one will stop shortly, exacerbating the damage caused by the external disruption. Past research has categorized critical infrastructure interdependency (CII) into four relationship types and has proposed several methods to model CII and its effects. This paper presents a knowledge discovery process for CII that can be used to extract frequent patterns of critical infrastructure failure records directly or indirectly triggered by external disruptions. The knowledge discovery process, including integration of critical infrastructure failure records and transformation into the data format needed by the data mining algorithm, is described. Discussion of a disaster mitigation approach to stopping CII-related possible future failure events is addressed, followed by the analysis results of sample critical infrastructure failure records. Disaster mitigation officials can employ the proposed approach to explore CII and to design countermeasures when a disaster hits certain areas.
陳仲緯,「關鍵資訊基礎建設保護措施效能評估模型建立及應用」,元智大學資訊工程
系碩士論文,2006 年 7 月
范金鳳,易俗,黃士育,「關鍵基礎設施防護之模擬」,元智大學資訊工程系清雲大學資訊工程系2007
Bagheri, E., and Ghorbani, A. (2006) “Towards an MDA-Oriented UML Profile for Critical Infrastructure Modeling,” Proceedings of the 2006 International Conference on Privacy, Security and Trust: Bridge the Gap between PST Technologies and Business Services, ACM Special Interest Group on Security, Audit, and Control, Markham, Ontario, Canada.
Chen, L.C., Wu, J.Y., and Lai, M.J. (2006) “The Evolution of the Natural Disaster Management System in Taiwan,” Journal of the Chinese Institute of Engineers, 29(4), 633-638.
Chou, C.C., Caldas, C.H., and O’Connor, J.T. (2007) “Decision Support System for Combined Transportation and Utility Construction Strategy,” Transportation Research Record: Journal of the Transportation Research Board, 1994, 9-16.
Duenas-Osorio, L., Craig, J.I., Goodno, B.J., Bostrom, A. (2007) “Interdependent Response of Networked Systems,” Journal of Infrastructure Systems, ASCE, 13(3), 185-194.
El-Diraby, T. (2005) “Developing a Model of Infrastructure Interdependencies,” Joint Infrastructure Interdependencies Research Program (JIIRP) Symposium, November 10, 2005, Ottawa, Ontario, Canada.
Fisher, R., and Peerenboom, J. (2000) “Interdependencies: A DOE Perspective,” 16th Annual Security Technology Symposium & Exhibition, Office of Critical Infrastructure Protection, June 28, 2000, Williamsburg, Virginia.
Haimes, Y. (2005) “Infrastructure Interdependencies and Homeland Security,” Journal of Infrastructure Systems, ASCE, 11(2), 65-66.
Laefer, D., Koss, A., and Pradhan, A. (2006) “The Need for Baseline Data Characteristics for GIS-Based Disaster Management Systems,” Journal of Urban Planning and Development, ASCE, 132(3), 115-119.
McDaniels, T., Chang, S., Peterson, K., Mikawoz, J., and Reed, D. (2007) “Empirical Framework for Characterizing Infrastructure Failure Interdependencies,” Journal of Infrastructure Systems, ASCE, 13(3), 175-184.
Mendonca, D., and Wallace, W.A. (2006) “Impacts of the 2001 World Trade Center Attack on New York City Critical Infrastructures,” Journal of Infrastructure Systems, ASCE, 12(4), 260-270.
Menoni, S. (2001) “Chains of Damages and Failures in a Metropolitan Environment: Some Observations on the Kobe Earthquake in 1995,” Journal of Hazardous Materials, Elsevier, 86, 101-119.
Pederson, P., Dudenhoeffer, D., Hartley, S., and Permann, M. (2006) “Critical Infrastructure Interdependency Modeling: A Survey of U.S. and International Research,” INL/EXT-06-11464, Idaho National Laboratory: Critical Infrastructure Protection Division, Idaho Falls, Idaho.
Pradhan, A., Laefer, D., and Rasdorf, W. (2007) “Infrastructure Management Information System Framework Requirements for Disasters,” Journal of Computing in Civil Engineering, ASCE, 21(2), 90-101.
Rinaldi, S., Peerenboom, J., and Kelly, T. (2001) “Identifying, Understanding, and Analyzing Critical Infrastructure Independencies,” IEEE Control Systems Magazine, 21, 11-25.
Srikant, R., and Agrawal, R. (1996) “Mining Sequential Patterns: Generalizations and Performance Improvements,” Proceedings of the 5th International Conference on Extending Database Technology: Advances in Database Technology, Springer-Verlag, 3-17.
Uddin, N., and Engi, D. (2002) “Disaster Management System for Southwestern Indiana,” Natural Hazards Review, ASCE, 3(1), 19-30.