研究生: |
周楷穎 Kai-Ying Chou |
---|---|
論文名稱: |
應用模糊綜合評價法於智慧型變電所監控系統之狀態維護 Apply Fuzzy Comprehensive Evaluation Method for Condition Based Maintenance of Intelligent Substation SCADA System |
指導教授: |
辜志承
Jyh-Cherng Gu |
口試委員: |
楊金石
Jin-Shyr Yang 楊明達 Ming-Ta Yang 吳啟瑞 Chi-Jui Wu 辜志承 Jyh-Cherng Gu |
學位類別: |
碩士 Master |
系所名稱: |
電資學院 - 電機工程系 Department of Electrical Engineering |
論文出版年: | 2018 |
畢業學年度: | 106 |
語文別: | 中文 |
論文頁數: | 169 |
中文關鍵詞: | 智慧型變電所 、監控系統 、狀態維護策略 、模糊綜合評價法 、層級分析法 、熵值賦權法 |
外文關鍵詞: | Intelligent Substation, SCADA system, CBM, FCE, AHP, Entropy Weight Method |
相關次數: | 點閱:351 下載:0 |
分享至: |
查詢本校圖書館目錄 查詢臺灣博碩士論文知識加值系統 勘誤回報 |
隨著世界各國正朝向「智慧電網」之發展趨勢邁進,智慧型變電所之重要性也逐漸提升。智慧型變電所於電網中擔任電力轉送、電力調度及設備監視與控制等關鍵角色,其運行狀態與電力系統操作穩定性和供電可靠性息息相關。隨著智慧型變電所投入大量的設備,傳統的故障維護(CM)與定期維護(TBM)已無法滿足系統需求,發展新型設備維護管理策略成為當務之急的議題。
本論文開發一套以狀態維護策略(CBM)為基礎之智慧型變電所監控系統狀態維護平台,透過IEC 61850通訊協議將各設備之電力訊號與狀態資訊回傳至後端維護管理系統,應用模糊綜合評價法(FCE)評估監控系統之核心設備,即為伺服器主機、SCADA軟體、交換器、智慧型電子裝置(IED)及合併單元(MU),並導入相對劣化程度理論和模糊理論分析設備之即時健康狀態。此外,結合主觀的層級分析法與客觀的熵值賦權法建立綜合賦權法,分析各設備對於智慧型變電所之重要性程度。經三種模擬情境分析結果表明,本文所建置的智慧型變電所監控系統狀態維護管理平台能有效診斷設備之健康狀態,並可以藉由各自的狀態評分排定異常設備之維護檢修計畫。最後,將設備狀態評估結果呈現於SCADA平台,提供電力事業維護檢修人員及營運管理人員對智慧型變電所監控系統實施維護保養計畫之參採依據。
As the world is moving towards the 「Smart Grid」 development trends, the importance of intelligent substation is also increasing. Intelligent substation in the power grid services power transfer, power dispatch, equipment monitor and other great responsibility, its operating status has much to do with power system operation stability and power supply reliability. With a large amount of equipment had been invested in substation, traditional maintenance strategies such as corrective maintenance (CM) and time-base maintenance (TBM) can not meet system requirements, developing the novel equipment maintenance strategy becomes immediate issue.
In this research, a condition-based maintenance platform of intelligent substation SCADA system has been proposed, which is collecting equipments’ electrical signals and status through IEC 61850 protocol. Fuzzy comprehensive evaluation method (FCE) has been applied to evaluate the core equipment of SCADA system, such as server, SCADA software, switch, intelligent electronic device (IED) and merging unit (MU), the relative deterioration degree (RDD) and fuzzy theory (FT) are used to assess equipments’ real-time health status. In addition, the comprehensive weighting method which combines subjective analytic hierarchy process (AHP) with objective entropy weighting method has been used to analyze the importance of each equipment for intelligent substation. The results of three simulation scenarios show that condition-based maintenance platform can effectively diagnose equipments’ status and schedule the maintenance plans of abnormal equipments according to status scores. Finally, evaluation results of the equipment status are presented on SCADA, which provide valuable information for the maintenance personnel and the management department personnel of electric power industry to schedule maintenance planes.
[1]United States Environmental Protection Agency, “Overview of the American Recovery and Reinvestment Act of 2009,” July, 2013.
[2]經濟部工業局,智慧電網產業推動計畫,經濟部工業局102年度專案計畫期末執行成果報告,2013年,12月。
[3]NIST, “Framework and Roadmap for Smart Grid Interoperability Standard, Release 3.0,” September, 2014.
[4]KSGA,Framework and Roadmap for Smart Grid Interoperability Standards, Release 1.0, September, 2017.
[5]行政院,「智慧電網總體規劃方案」,2012年,9月。
[6]A. Leonardi, K. Mathioudakis, A. Wiesmaier, and F. Zeiger, “Towards the Smart Grid: Substation Automation Architecture and Technologies,” Advances in Electrical Engineering, August, 2014.
[7]G. Balzer, “Condition Assessment and Reliability Centered Maintenance of High Voltage Equipment,” in Proceedings of 2005 International Symposium on Electrical Insulating Materials, Vol.1, pp.259-264, June, 2005.
[8]A. Maity, D. Zaremby, D. McMullen, and J. Gomez, “Automated Scheduling Using Condition Based Maintenance,” in Proceedings of IEEE Conference on Prognostics and Health Management, pp.1-8, June, 2011.
[9]C. Ohlen, “On-line Diagnostics for Condition Based and Reliability Centered Maintenance,” March, 2017.
http://www.stri.se/wwwpublic/GRIDTECH-On-line-Diagnostics.pdf.
[10]T. Orlowska, G. Balzer, M. Halfmann, C. Neumann, and A. Strnad, “Lifecycle Management of Circuit Breaker by Application of Reliability Centered Maintenance,” in Proceedings of CIGRE 2000 Session, pp.13-103, 2000.
[11]R. He, X. He, M. Lv, Z. Cai, and L. Zhu “Performance and Reliability Assessment of Protection System in IEC 61850-based Smart Substation,” in Proceedings of 2014 IEEE PES on Innovative Smart Grid Technologies Conference Europe (ISGT-Europe), pp.1-5, October, 2014.
[12]Z. Jinsong, C. Jinmu, Z. Yueli, Y. Tao, Y., and W. Chengmin, “Secondary System Reliability Assessment of Intelligent Substation Based on Fault Tree Analysis and Effect Assessment Method,” in Proceedings of 2012 China International Conference on Electricity Distribution (CICED), pp.1-5, September, 2012.
[13]R. R. Alla, G. L. Pahuja, and J. S. Lather, “Risk and Reliability Analysis of Substation Automation Systems Using Importance Measures,” in Proceedings of 2014 18th National Power Systems Conference (NPSC), pp.1-5, December, 2014.
[14]Y. Zheng, J. Cai, and Z. Zhou, “Research Review and Application Prospect of Secondary Equipment Condition Monitoring,” in Proceedings of 2016 International Conference on Smart Grid and Clean Energy Technologies (ICSGCE), pp.290-295, October, 2016.
[15]J. Bühler, and G. Balzer. “Fuzzy Risk Assessment of MV/LV Substations for Maintenance and Renewal Purposes,” in Proceedings of 2010 International Symposium on Modern Electric Power Systems (MEPS), pp.1-6, September, 2010.
[16]廖瑞金、王谦、骆思佳、廖玉祥、孙才新,「基於模糊綜合評判的電力變壓器運行狀態評估模型」,電力系統自動化期刊,第32卷,第3期,第70-75頁,2008年5月。
[17]P. C. Lin, J. C. Gu, and M. T. Yang, “Intelligent Maintenance Model for Condition Assessment of Circuit Breakers Using Fuzzy Set Theory and Evidential Reasoning,” IET Generation, Transmission & Distribution, Vol.8, No.7, pp.1244-1253, July, 2014.
[18]Z. Li, Z. Dai, and Y. Jiao, “Research on Condition-based Maintenance Strategy of Protection Systems Based on Multistage Fuzzy Comprehensive Evaluation,” in Proceedings of 2014 11th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD), pp.268-272, August, 2014.
[19]Z. Dongmei, L. Weichen, and Z. Xu. “Relay Protection Condition Assessment Based on Variable Weight Fuzzy Synthetic Evaluation,” in Proceedings of 2014 IEEE Conference on Technologies for Sustainability, pp.115-120, July, 2014.
[20]台灣電力公司綜合研究所,「智慧型電子裝置預知維護功能運用於斷路器維護之研究完成報告」,2012年,9月。
[21]J. Schlabbach and T. Berka, “Reliability-centred Maintenance of MV Circuit Breakers,” in Proceedings of IEEE Conference on Porto Power Technologies, pp. 5-10, September, 2001.
[22]G. Balzer, “Condition Assessment and Reliability Centered Maintenance of High Voltage Equipment,” in Proceedings of 2005 International Symposiumon on Electrical Insulating Materials, pp.259-264, June, 2005.
[23]G. A. Klutke, P. C. Kiessler, and M. A. Wortman. “A Critical Look at The Bathtub Curve,” in Proceedings of IEEE Transactions on Reliability, pp.125-129, February, 2003.
[24]F. S. Nowlan and H. F. Heap, 「Reliability-centered Maintenance」, United Air Lines Inc., December, 1978.
[25]J. Moubray, 「Reliability-centered Maintenance」, Industrial Press Inc., January, 1997.
[26]R. T. Anderson, and L. Neri, 「Reliability-centered Maintenance: Management and Engineering Methods」, Springer Science & Business Media, December, 2012.
[27]林柏君,「整合智慧型電子裝置與智慧型方法於可靠度為中心之斷路器維護研究」,博士學位論文,台灣科技大學電機工程系,2014年6月。
[28]M. A. M. Younis, “Reliability Study for Process Bus Based Substation Considering Various Practical Process Bus Architectures,” in Proceedings of 2016 Saudi Arabia Smart Grid (SASG), pp.1-9, December, 2016.
[29]TruePower Company Website,
http://www.truepower.com.tw/system-solution/smart-grid-engineering/, March, 2017.
[30]K. P. Brand, V. Lohmann, and W. Wimmer, 「Substation Automation Handbook」, Utility Automation Consulting Lohmann, pp.16-30, 2010.
[31]刘李,「變電站自動化監控系統的改進性研究」,碩士學位論文,南京郵電大學,2015年6月。
[32]赵希才、李九虎、曹冬明、吴殿峰,「2012年國際大電網會議系列報導-電力系統保護與自動化」,電力系統自動化期刊,第34卷,第24期,第1-4頁,2010年12月。
[33]蔡岱陵,「整合風機於智慧型變電所自動化之研究」,碩士學位論文,台灣科技大學電機工程系,2017年6月。
[34]H. León, C. Montez, and M. Stemmer, “Simulation Models for IEC 61850 Communication in Electrical Substations Using GOOSE and SMV Time-critical Messages,” in Proceedings of IEEE World Conference on Factory Communication Systems (WFCS), pp.1-8, May, 2016.
[35]IEC 61850-7-4, Communication networks and Systems in Substations Part 7-4: Basic Communication Structure for Substation and Feeder Equipment Compatible Logical Node Classes and Data Classes.
[36]赵冬玲、刘书伦,「智能化變電站通信系統失效模型分析」,濟源職業技術學院學報,第13卷,第2期,第9-12頁,2014年。
[37]邱剑、王慧芳、陈志光、曾耿晖、何奔腾,「智能變電站自動化系統有效度評估模型」,電力系統自動化期刊,第37卷,第17期,第87-94頁,2013年9月。
[38]韩宇奇、郭创新、黄瀚,「考慮軟件失效的信息物理融合電力系統智能變電站安全風險評估」,中國電機工程學報,第36卷,第6期,第1500-1508頁,2016年。
[39]曾芬芳、孙建华,「監控系統的軟件可靠性建模、度量與預測」,計算機工程與應用期刊,第38卷,第10期,第95-97頁,2002年。
[40]N. F. Schneidewind, “Software Reliability Model with Optimal Selection of Failure Data,” in Proceedings of IEEE Transactions on Software Engineering, pp.1095-1104, November, 1993.
[41]吴姜、蔡泽祥、胡春潮、曹建东,「基於模糊正態分佈隸屬函數的繼電保護裝置狀態評價」,電力系統保護與控制期刊,第7卷,第5期,第48-52頁,2012年。
[42]王超,「數字化變電站繼電保護系統可靠性研究」,碩士學位論文,浙江大學,2013年3月。
[43]彭志峰,「智能變電站二次設備性能評估方法的研究」,碩士學位論文,華北電力大學,2014年3月。
[44]潘華君,「基於模糊綜合評判法的智能變電站二次系統狀態評估」,碩士學位論文,瀋陽工程學院,2015年,3月。
[45]陳乃松,「變電站繼電保護狀態檢修及維護方案的研究」,碩士學位論文,華北電力大學,2013年,3月。
[46]J. Pascal and F. Zurfluh. “Sensor Interface Suitable for IEC 60044-7 and 8 Metering Accuracy Class 0.1 and Protection Class 5P,” in Proceedings of 2013 IEEE International Symposium on Industrial Electronics (ISIE), pp.1-4, May, 2013.
[47]Elipse Software Website,
https://www.elipse.com.br/en/, August, 2017.
[48]Elipse Power Studio, Elipse Power User's Manual, January, 2016.
[49]鐘心勇,「應用IED群組設定功能於微電網故障後重構之保護管理系統」,碩士學位論文,台灣科技大學電機工程系,2016年6月。
[50]R. Liao, H. Zheng, S. Grzybowski, L. Yang, Y. Zhang, and Y. Liao, “An Integrated Decision-making Model for Condition Assessment of Power Transformers Using Fuzzy Approach and Evidential Reasoning,” in Proceedings of IEEE Transactions on Power Delivery, Vol.26, No.2, pp.1111-1118, January, 2011.
[51]L. A. Zadeh, 「Fuzzy Sets, Fuzzy Logic, and Fuzzy Systems」” Marcel Dekker Inc., 1979.
[52]李允中,王小璠,蘇木春,「模糊理論及其應用」,全華科技圖書股份有限公司,2004年,2月。
[53]F. A. Gunawan, “Fuzzy-mamdani Inference System in Predicting the Corelation between Learning Method, Discipline and Motivation with Student's Achievement,” in Proceedings of 2016 3rd International Conference on Information Technology, Computer, and Electrical Engineering (ICITACEE), pp.134-139, October, 2016.
[54]T. L. Satty, “What Is the Analytic Hierarchy Process?,” in Mathematical Models for Decision Support, Springer, Berlin, Heidelberg, Vol.48, pp.109-121, 1988.
[55]T. L. Satty, “The Seven Pillars of the Analytic Hierarchy Process,” Multiple Criteria Decision Making in the New Millennium, Springer, Berlin, Heidelberg, pp.15-37, 2001.
[56]C. E. Shannon, “A Mathematical Theory of Communication,” in Proceedings of ACM SIGMOBILE on Mobile Computing and Communications Review, Vol.5, No.1, pp.3-55, 2001.
[57]郭信霖、李素惠,「基於熵權法的模糊綜合評價之研究」,管理科學研究特刊,2013年12月。
[58]郭信霖、李素惠,「基於熵權和層級分析權重係數的咖啡服務品質模糊綜合評價」,管理資訊計算期刊,第2卷,第2期,第11-19頁,2013年12月。
[59]刘大海、宫伟、邢文秀、李晓璇、马雪健、于莹,「基於AHP-熵權法的海島海岸帶脆弱性評價指標權重綜合確定方法」,海洋環境科學期刊,第34卷,第3期,第462-467頁,2015年。
[60]C. Deng, J. Liu, Y. Liu, and Z. Yu, “A Fuzzy Comprehensive Evaluation for Metropolitan Power Grid Risk Assessment,” in Proceedings of 2016 International Conference on Smart Grid and Clean Energy Technologies (ICSGCE), pp.1-5, October, 2016.
[61]Z. Li, Z. Dai, and Y. Jiao, “Research on Condition-based Maintenance Strategy of Protection Systems Based on Multistage Fuzzy Comprehensive Evaluation,” in Proceedings of 2014 11th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD), pp.268-272, August, 2014.
[62]Y. Li, Z. Sun, L. Han, amd N. Mei, “Fuzzy Comprehensive Evaluation Method for Energy Management Systems Based on an Internet of Things,” IEEE Access , May, 2017.