基于数字化技术的电网资产管理关键技术及应用
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  • 英文篇名:Digital Technology Based Key Technologies in Power Grid Asset Management and Its Application
  • 作者:刘文霞 ; 郝永康 ; 张馨月 ; 黄珊 ; 刘宗歧 ; 王志强 ; 范明天
  • 英文作者:LIU Wenxia;HAO Yongkang;ZHANG Xinyue;HUANG Shan;LIU Zongqi;WANG Zhiqiang;FAN Mingtian;State Key Laboratory of Alternate Electrical Power System With Renewable Energy Sources(North China Electric Power University);China Electric Power Research Institute;
  • 关键词:电网资产管理 ; 状态评估 ; 可靠性和风险评估 ; LCC ; 信息通信技术 ; 大数据技术
  • 英文关键词:power grid asset management;;state evaluation;;reliability and risk assessment;;LCC;;information and communication technology;;big data technology
  • 中文刊名:DWJS
  • 英文刊名:Power System Technology
  • 机构:新能源电力系统国家重点实验室(华北电力大学);中国电力科学研究院有限公司;
  • 出版日期:2018-09-05
  • 出版单位:电网技术
  • 年:2018
  • 期:v.42;No.418
  • 基金:国家电网公司科技项目(SGTYHT/16-JS-198)~~
  • 语种:中文;
  • 页:DWJS201809002
  • 页数:10
  • CN:09
  • ISSN:11-2410/TM
  • 分类号:15-24
摘要
数字化和智能化是电力系统资产管理发展的大趋势。文章基于国际供电会议(international council on electricity distribution,CIRED)关于资产管理与风险评估的最新研究成果,首先论述了目前电网资产管理中关键技术的发展现状,包括状态评估、可靠性与风险评估及全寿命周期成本(lifecycle cost,LCC)分析,介绍了这3项关键技术的理论方法和在资产管理中的应用现状。其次,综述了以信息通信技术和大数据技术为代表的数字化技术的应用现状,同时分析了数字化技术对资产管理过程及其关键技术的支撑作用,并分别阐述了未来数字化技术在电网资产管理中应用的发展趋势与挑战。在此基础上,为我国电网资产管理提出针对性的建议,以期从技术层面对我国电网资产管理的完善提供有益参考。
        Digitalization and intellectualization are major trends in development of power system asset management. Based on recent research results of asset management and risk assessment of International Council on Electricity Distribution(CIRED), first of all, recent development status of the key technologies in power grid asset management is illustrated, including state evaluation, reliability and risk assessment, and life cycle cost(LCC) analysis. Theoretical methods and application status of these three key technologies in asset management are presented. Secondly, present application situation of digital technologies represented by information and communication technology and big data technology is summarized. Support function of digital technologies for asset management process and its key technologies are analyzed. Then future development trends and challenges of each digital technology applied in power grid asset management are expounded. Based on this, this paper puts forward some suggestions for power grid asset management in China, to provide a useful reference from technical level for improvement of China's power grid asset management.
引文
[1]美国电网现状概况报告[R/OL].Https://wenku.baidu.com/view/e2557259c77da26924c5b07d.html.
    [2]欧阳帆,黄薇,李亦农.新加坡电网规划经验及启示[J].供用电,2015(3):20-25.Ouyang fan,Huang Wei,Li Yinong.Singapore grid planning experience and inspiration[J].Distribution&Utilization,2015(3):20-25(in Chinese).
    [3]新能源国际咨询有限公司.新加坡电网资产管理经验[R/OL].Https://wenku.baidu.com/view/b5152199daef5ef7ba0d3cf5.html.
    [4]孙艺新.英国国家电网公司资产全寿命周期管理实践与启示[J].价格月刊,2011(11):91-94.Sun Yixin.Life cycle management practice and inspiration of National Grid Corporation[J].Prices Monthly,2011(11):91-94(in Chinese).
    [5]蒋晓军.国外电网资产全寿命周期管理经验借鉴研究[J].财经界,2010(1):202-204.Jiang Xiaojun.Research on the experience of foreign power grid life cycle asset management[J].Money China,2010(1):202-204(in Chinese).
    [6]国家电网公司.资产全寿命周期管理体系规范[Z].北京:国家电网公司,2015.
    [7]帅军庆.电力企业LCM理论、方法及应用[M].北京:中国电力出版社,2014.
    [8]周莉梅,马钊,盛万兴.现代配电网健康指数理论最新研究进展[J].供用电.2016,33(1):3-7.Zhou Limei,Ma Zhao,Sheng Wanxing.Recent development of health index theory for modern distribution network[J].Distribution&Utilization.2016,33(1):3-7(in Chinese).
    [9]周承科,李明贞,王航,等.电力电缆资产的状态评估与运维决策综述[J].高电压技术,2016,42(8):2353-2362.Zhou Chengke,Li Mingzhen,Wang Hang,et al.Review of condition assessment and maintenance strategy of power cable assets[J].High Voltage Engineering,2016,42(8):2353-2362(in Chinese).
    [10]郝思鹏,张济韬,张仰飞,等.融合在线监测数据的变压器状态评估[J].电力自动化设备,2017,37(11):176-181.Hao Sipeng,Zhang Jitao,Zhang Yangfei,et al.State evaluation of transformer based on information fusion of on-line monitoring data[J].Electric Power Automation Equipment,2017,37(11):176-181(in Chinese).
    [11]蔡骥然,郑永康,周振宇,等.智能变电站二次设备状态监测研究综述[J].电力系统保护与控制,2016,44(6):148-154.Cai Jiran,Zheng Yongkang,Zhou Zhenyu,et al.A survey of research on secondary device condition monitoring in smart substation[J].Power System Protection and Control,2016,44(6):148-154(in Chinese).
    [12]Ranga C,Chandel A,Chandel R.Condition assessment of power transformers based on multi attributes using fuzzy logic[J].IET Science,Measurement&Technology,2017,11(8):983-990.
    [13]Lin P C,Gu J C,Yang M T.Intelligent maintenance model for condition assessment of circuit breakers using fuzzy set theory and evidential reasoning[J].IET Generation,Transmission&Distribution,2014,8(7):1244-1253.
    [14]阮羚,谢齐家,高胜友,等.人工神经网络和信息融合技术在变压器状态评估中的应用[J].高电压技术,2014,40(3):822-828.Ruan Ling,Xie Qijia,Gao Shengyou,et al.Application of artificial neural network and information fusion technology in power transformer condition assessment[J].High Voltage Engineering,2014,40(3):822-828(in Chinese).
    [15]吴广宁,袁海满,宋臻杰,等.基于粗糙集与多类支持向量机的电力变压器故障诊断[J].高电压技术,2017,43(11):3668-3674.Wu Giangning,Yuan Haiman,Song Zhenjie,et al.Fault diagnosis for power transformer based on rough set and multi-class support vector machine[J].High Voltage Engineering,2017,43(11):3668-3674(in Chinese).
    [16]雷帆.基于大数据分析的电力变压器状态评估与故障诊断技术研究[D].成都:西南交通大学,2016.
    [17]胡军,尹立群,李振,等.基于大数据挖掘技术的输变电设备故障诊断方法[J].高电压技术,2017,43(11):3690-3697.Hu Jun,Yin Liqun,Li Zhen,et al.Fault diagnosis method of transmission and transformation equipment based on big data mining technology[J].High Voltage Engineering,2017,43(11):3690-3697(in Chinese).
    [18]林冬阳.融合多源信息的配网设备状态评价及状态检修技术研究[D].杭州:浙江大学,2016.
    [19]徐岩,陈昕.基于合作博弈和云模型的变压器状态评估方法[J].电力自动化设备,2015,35(3):88-93.Xu Yan,Chen Xin.Transformer status assessment based on cooperative game and cloud model[J].Electric Power Automation Equipment,2015,35(3):88-93(in Chinese).
    [20]武中利.电力变压器故障诊断方法研究[D].保定:华北电力大学,2013.
    [21]蒋乐,刘俊勇,魏震波,等.基于Bayesian网络与复杂网络理论的特/超高压输电线路状态评估模型[J].高电压技术,2015,41(4):1278-1284.Jiang Le,Liu Junyong,Wei Zhenbo,et al.A condition assessment model of EHV/UHV transmission line based on Bayesian network and complex network theory[J].High Voltage Engineering,2015,41(4):1278-1284(in Chinese).
    [22]蒋乐,刘俊勇,魏震波,等.基于马尔可夫链模型的输电线路运行状态及其风险评估[J].电力系统自动化,2015,39(13):51-57.Jiang Le,Liu Junyong,Wei Zhenbo,et al.Running state and its risk evaluation of transmission line based on Markov chain model[J].Automation of Electric Power Systems,2015,39(13):51-57(in Chinese).
    [23]尚宇炜,马钊,彭晨阳,等.内嵌专业知识和经验的机器学习方法探索(一):引导学习的提出与理论基础[J].中国电机工程学报,2017,37(19):5560-5571.Shang Yuwei,Ma Zhao,Peng Chenyang,et al.Study of a novel machine learning method embedding expertise Part I:proposals and fundamentals of guiding learning[J].Proceedings of the CSEE,2017,37(19):5560-5571(in Chinese).
    [24]尚宇炜,马钊,彭晨阳,等.内嵌专业知识和经验的机器学习方法探索(二):引导学习的应用与实践[J].中国电机工程学报,2017,37(20):5852-5861.Shang Yuwei,Ma Zhao,Peng Chenyang,et al.Study of a novel machine learning method embedding expertise(Part II):Applications and practices of guiding learning[J].Proceedings of the CSEE,2017,37(20):5852-5861(in Chinese).
    [25]李振柱,谢志成,熊卫红,等.考虑绝缘剩余寿命的变压器健康状态评估方法[J].电力自动化设备,2016,36(8):137-142.Li Zhenzhu,Xie Zhicheng,Xiong Weihong,et al.Transformer health condition assessment considering insulation remaining life[J].Electric Power Automation Equipment,2016,36(8):137-142(in Chinese).
    [26]李刚,于长海,刘云鹏,等.电力变压器故障预测与健康管理:挑战与展望[J].电力系统自动化,2017,41(23):156-167.Li Gang,Yu Changhai,Liu Yunpeng,et al.Challenges and prospects of prognostic and health management for power transformer[J].Automation of Electric Power Systems,2017,41(23):156-167(in Chinese).
    [27]Ma Z,Shang Y,Yuan H,et al.Holistic performance evaluation framework:power distribution network health index[J].IET Generation Transmission&Distribution,2017,11(9):2184-2193.
    [28]许婧,王晶,高峰,等.电力设备状态检修技术研究综述[J].电网技术,2000,24(8):48-52.Xu Jing,Wang Jing,Gao Feng,et al.A survey of condition based maintenance technology for electric power equipments[J].Power System Technology,2000,24(8):48-52(in Chinese).
    [29]Wang H,Lin D,Qiu J,et al.Research on multiobjective group decision-making in condition-based maintenance for transmission and transformation equipment based on d-s evidence theory[J].IEEE Transactions on Smart Grid,2015,6(2):1035-1045.
    [30]Liang Z,Parlikad A K.A condition-based maintenance model for assets with accelerated deterioration due to fault propagation[J].IEEE Transactions on Reliability,2015,64(3):972-982.
    [31]Wang C,Hou Y,Qin Z,et al.Dynamic coordinated condition-based maintenance for multiple components with external conditions[J].IEEE Transactions on Power Delivery,2015,30(5):2362-2370.
    [32]Wang Y,Liu C,Shahidehpour M,et al.Critical components for maintenance outage scheduling considering weather conditions and common mode outages in reconfigurable distribution systems[J].IEEE Transactions on Smart Grid,2016,7(6):2807-2816.
    [33]李明,韩学山,杨明,等.电网状态检修概念与理论基础研究[J].中国电机工程学报,2011,31(34):43-52.Li Ming,Han Xueshan,Yang Ming,et al.Basic concept and theoretical study of condition-based maintenance for power transmission system[J].Proceedings of the CSEE,2011,31(34):43-52(in Chinese).
    [34]徐波,韩学山,刘长银,等.基于关联集分解的系统状态检修决策模型[J].电力系统自动化,2015,39(2):46-52.Xu Bo,Han Xueshan,Liu Changyin,et al.Condition-based maintenance decision-making model for power system based on association sets decomposition[J].Automation of Electric Power Systems,2015,39(2):46-52(in Chinese).
    [35]徐波,韩学山,孙东磊,等.计及机会维修的系统状态检修决策模型[J].中国电机工程学报,2015,35(21):5418-5428.Xu Bo,Han Xueshan,Sun Donglei,et al.System condition-based maintenance scheduling considering opportunistic maintenance[J].Proceedings of the CSEE,2015,35(21):5418-5428(in Chinese).
    [36]CLP Power Hong Kong.Asset Management[EB/OL].Https://www.clp.com.hk/en/about-clp/power-transmission-and-distribution/asset-m anagement.
    [37]Scarpellini M,Perdon K,Cavalli L,et al.Innovative analytics to estimate the probability of failure and remaining useful life of medium voltage breakers[C]//International Conference and Exhibition on Electricity Distribution.Glasgow:IET,2017:2379-2382.
    [38]Pourahmadi F,Fotuhi-Firuzabad M,Dehghanian P.Application of Game Theory in Reliability Centered Maintenance of Electric Power Systems[J].IEEE Transactions on Industry Applications,2017,53(2):936-946.
    [39]Sabouhi H,Fotuhi-Firuzabad M,Dehghanian P.Identifying critical components of combined cycle power plants for implementation of reliability-centered maintenance[J].CSEE Journal of Power&Energy Systems,2016,2(2):87-97.
    [40]肖辅盛,高适,邓超志,等.一种基于检修风险收益的输变电设备检修优先级排序方法[J].电力系统保护与控制,2017,45(22):110-116.Xiao Fusheng,Gao Sho,Deng Chaozhi,et al.Maintenance prioritization method of transmission and transformation equipment based on maintenance risk return[J].Power System Protection and Control,2017,45(22):110-116(in Chinese).
    [41]Piasson D,Bíscaro A A P,Le?o F B,et al.A new approach for reliability-centered maintenance programs in electric power distribution systems based on a multiobjective genetic algorithm[J].Electric Power Systems Research,2016,137:41-50.
    [42]潘乐真,鲁国起,张焰,等.基于风险综合评判的设备状态检修决策优化[J].电力系统自动化,2010,34(11):28-32.Pan Lezhen,Lu Guoqi,Zhang Yan,et al.Decision-making optimization of equipment condition-based maintenance according to risk comprehensive evaluation[J].Automation of Electric Power Systems,2010,34(11):28-32(in Chinese).
    [43]唐燕,刘艳.考虑电网总风险和检修收益的设备状态检修计划优化[J].电力系统保护与控制,2014,42(9):33-39.Tang Yan,Liu Yan.Optimization for maintenance schedule based on equipment condition considering the overall risk of grid operation and the maintenance revenue[J].Power System Protection and Control,2014,42(9):33-39(in Chinese).
    [44]Verweij R,Houwelingen D,Prein A,et al.Where to replace assets?Spatial analysis on differential ageing of low voltage PILC cables[C]//International Conference and Exhibition on Electricity Distribution.Glasgow:IET,2017:2585-2589.
    [45]Brettschneider Z,Votruba S,Skala P.Urban distribution network reliability simulation and strategies of successive refurbishment of distribution transformer stations[C]//International Conference and Exhibition on Electricity Distribution.Glasgow:IET,2017:2564-2567.
    [46]Neilson D,Bradshaw S,Santandreu A.Distribution network operator asset risk management[C]//International Conference and Exhibition on Electricity Distribution.Glasgow:IET,2017:2233-2235.
    [47]孙强,张义斌,韩冬,等.多因素、多维度的智能电网风险评估[J].电网技术,2012,36(9):51-55.Sun Qiang,Zhang Yibin,Han Dong,et al.Multifactorial and Multidimensional Risk Evaluation of Smart Grid[J].Power System Technology,2012,36(9):51-55(in Chinese).
    [48]柳璐,王和杰,程浩忠,等.基于全寿命周期成本的电力系统经济性评估方法[J].电力系统自动化,2012,36(15):45-50.Liu Lu,Wang Hejie,Cheng Haozhong,et al.Economic evaluation of power systems based on life cycle cost[J].Automation of Electric Power Systems,2012,36(15):45-50(in Chinese).
    [49]柳璐,程浩,马则良,等.考虑全寿命周期成本的输电网多目标规划[J].中国电机工程学报,2012,32(22):46-54.Liu Lu,Cheng Hao,Ma Zeliang,et al.Multi-objective transmission expansion planning considering life cycle cost[J].Proceedings of the CSEE,2012,32(22):46-54(in Chinese).
    [50]杨楠,李宏圣,袁景颜,等.计及不确定性和全寿命周期成本的配电变压器规划方法[J].电力系统自动化,2017,41(21):94-104.Yang Nan,Li Hongsheng,Yuan Jingyan,et al.Planning method of distribution transformer considering uncertainty and life cycle cost[J].Automation of Electric Power Systems,2017,41(21):94-104(in Chinese).
    [51]罗晓初,李乐,魏志连,等.全寿命周期成本理论在配电变压器改造投资决策中的应用[J].电网技术,2011,35(2):207-211.Luo Xiaochu,Li Le,Wei Zhilian,et al.Applications of life cycle cost theory in decision-making of investment for distribution transformers renovation[J].Power System Technology,2011,35(2):207-211(in Chinese).
    [52]Hinow M,Mevissen M.Substation maintenance strategy adaptation for life-cycle cost reduction using genetic algorithm[J].IEEE Transactions on Power Delivery,2011,26(1):197-204.
    [53]王阳光,尹项根,游大海.无线传感器网络应用于智能电网的探讨[J].电网技术,2010,34(5):7-11.Wang Yangguang,Yin Xianggen,You Dahai.Application of wireless sensor networks in smart grid[J].Power System Technology,2010,34(5):7-11(in Chinese).
    [54]仇实.电力线路巡监系统研究与设计[D].哈尔滨:哈尔滨工程大学,2013.
    [55]Solum G,Bj?rn Inge Langdal,Dag Eirik Nordg?rd.Mobile application for on-site risk-based decision support[C]//International Conference and Exhibition on Electricity Distribution.Glasgow:IET,2017:2427-2430.
    [56]姚继明,张浩,何浩,等.能源互联网中4G无线通信业务模型分析[J].南昌大学学报,2017,41(4):386-392.Yao Jiming,Zhang Hao,He Hao,et al.Analysis on 4G wireless communication service model in energy internet[J].Journal of Nanchang University,2017,41(4):386-392(in Chinese).
    [57]Bag G,Thrybom L,Hovila P.Challenges and opportunities of 5G in power grids[C]//International Conference and Exhibition on Electricity Distribution.Glasgow:IET,2017:2145-2148.
    [58]邱华敏.5G时代物联网技术在电力系统中的应用[J].江苏科技信息,2017(32):49-50.Qiu Huamin.Application of internet of things technology in power system in 5G times[J].Jiangsu Science&Technology Information,2017(32):49-50(in Chinese).
    [59]I B M.O p t i m i z e m a i n t e n a n c e w i t h e n t e r p r i s e a s s e t management[EB/OL].Https://www.ibm.com/internet-of-things/cn-zh/iot-solutions/asset-management/.
    [60]郑涛.基于GIS平台的设备(资产)运维精益化管理系统[J].大众用电,2017(S1):156-158.Zheng Tao.PMS 2.0 system based on GIS platform[J].Popular Utilization of Electricity,2017(S1):156-158(in Chinese).
    [61]Kolá?L,Lang P,Kouba D,et al.Utilities and smart asset management–challenge of the digital era[C]//International Conference and Exhibition on Electricity Distribution.Glasgow:IET,2017:1-5.
    [62]Gillaux M,Lemenager F,Coste T.Improving asset knowledge using system management based on IEC-61850[C]//International Conference and Exhibition on Electricity Distribution.Glasgow:IET,2017:2366-2369.
    [63]李剑,张劲,王灿,等.变电设备物联网一体化智能监测装置研究[J].高电压技术,2015,41(12):3881-3887.Li Jian,Zhang Jing,Wang Can,et al.Research on integrated smart monitoring devices for internet of power transformation equipment[J].High Voltage Engineering,2015,41(12):3881-3887(in Chinese).
    [64]艾欣,乐小江,孙英云.基于物联网的未来电网资产管理形态[J].电力科学与技术学报,2011,26(4):57-62.Ai Xin,Le Xiaojiang,Sun Yingyun.Asset management study for future power grids based on the internet of things[J].Journal of Electric Power Science and Technology,2011,26(4):57-62(in Chinese).
    [65]张军永,黄小庆,曹一家,等.输变电设备物联网的设备编码标识[J].电力系统自动化,2013,37(9):92-96.Zhang Junyong,Huang Xiaoqing,Cao Yijia,et al.Equipment encode-identification in internet of power transmission and transformation equipments[J].Automation of Electric Power Systems,2013,37(9):92-96(in Chinese).
    [66]薛禹胜,赖业宁.大能源思维与大数据思维的融合(一)大数据与电力大数据[J].电力系统自动化,2016,40(1):1-8.Xue Yusheng,Lai Yening.Integration of macro energy thinking and big data thinking Part One big data and power big data[J].Automation of Electric Power Systems,2016,40(1):1-8(in Chinese).
    [67]宋亚奇,周国亮,朱永利,等.云平台下输变电设备状态监测大数据存储优化与并行处理[J].中国电机工程学报,2015,35(2):255-267.Song Yaqi,Zhou Guoliang,Zhu Yongli,et al.Storage optimization and parallel processing of condition monitoring big data of transmission and transforming equipment based on cloud platform[J].Proceedings of the CSEE,2015,35(2):255-267(in Chinese).
    [68]宋亚奇,周国亮,朱永利.智能电网大数据处理技术现状与挑战[J].电网技术,2013,37(4):927-935.Song Yaqi,Zhou Guoliang,Zhu Yongli.Present status and challenges of big data processing in smart grid[J].Power System Technology,2013,37(4):927-935(in Chinese).
    [69]薛禹胜,赖业宁.大能源思维与大数据思维的融合(二)应用及探索[J].电力系统自动化,2016,40(8):1-13.Xue Yusheng,Lai Yening.Integration of macro energy thinking and big data thinking Part Two applications and explorations[J].Automation of Electric Power Systems,2016,40(8):1-13(in Chinese).
    [70]王钦,蒋怀光,文福拴,等.智能电网中大数据的概念、技术与挑战[J].电力建设,2016,37(12):1-10.Wang Qin,Jiang Huaiguang,Wen Fushuan,et al.Concept,technology and challenge of big data in smart grids[J].Electric Power Construction,2016,37(12):1-10(in Chinese).
    [71]张东霞,苗新,刘丽平,等.智能电网大数据技术发展研究[J].中国电机工程学报,2015,35(1):2-12.Zhang Dongxia,Miao Xin,Liu Liping,et al.Research on development strategy for smart grid big data[J].Proceedings of the CSEE,2015,35(1):2-12(in Chinese).
    [72]费思源.大数据技术在配电网中的应用综述[J].中国电机工程学报,2018,38(1):85-96.Fei Siyuan.Overview of application of big data technology in power distribution system[J].Proceedings of the CSEE,2018,38(1):85-96(in Chinese).
    [73]胡丽娟,刁赢龙,刘科研,等.基于大数据技术的配电网运行可靠性分析[J].电网技术,2017,41(1):265-271.Hu Lijuan,Diao Yinglong,Liu Keyan,et al.Operational reliability analysis of distribution network based on big data technology[J].Power System Technology,2017,41(1):265-271(in Chinese).
    [74]周国亮,朱永利,王桂兰,等.实时大数据处理技术在状态监测领域中的应用[J].电工技术学报,2014,29(S1):432-437.Zhou Guoliang,Zhu Yongli,Wang Guilan,et al.Real-time big data processing technology application in the field of state monitoring[J].Transactions of China Electrotechnical Society,2014,29(S1):432-437(in Chinese).
    [75]夏可青,陈根军,李力,等.基于多数据源融合的实时电网故障分析及实现[J].电力系统自动化,2013,37(24):81-88.Xia Keqing,Chen Genjun,Li Li,et al.Real-time analysis of power grid fault based on multi-source information fusion and its application[J].Automation of Electric Power Systems,2013,37(24):81-88(in Chinese).

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