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四川大学电气工程学院,四川省成都市 610065
胡文曦(1993—),男,博士,主要研究方向:电力扰动数据分析与应用。E-mail:408803186@qq.com
肖先勇(1968—),男,通信作者,博士,教授,主要研究方向:电能质量与优质供电。E-mail:xiaoxianyong@163.com
汪颖(1981—),女,博士,副教授,主要研究方向:电压暂降分析与治理。E-mail:769429505@qq.com
收稿日期:2020-08-05,
修回日期:2020-10-10,
网络出版日期:2020-12-16,
纸质出版日期:2021-02-25
移动端阅览
胡文曦,肖先勇,汪颖等.现代电网电力扰动数据分析与主动应用[J].电力系统自动化,2021,45(4):1-11.
HU Wenxi,XIAO Xianyong,WANG Ying,et al.Analysis and Proactive Application of Power Disturbance Data in Modern Power Grid[J].Automation of Electric Power Systems,2021,45(4):1-11.
胡文曦,肖先勇,汪颖等.现代电网电力扰动数据分析与主动应用[J].电力系统自动化,2021,45(4):1-11. DOI: 10.7500/AEPS20200805004.
HU Wenxi,XIAO Xianyong,WANG Ying,et al.Analysis and Proactive Application of Power Disturbance Data in Modern Power Grid[J].Automation of Electric Power Systems,2021,45(4):1-11. DOI: 10.7500/AEPS20200805004.
随着现代电网中反映供用电双方兼容性的电力扰动问题日益突出,如何有效利用监测数据对于科学认知、理解和解决电力扰动相关难题以及电网安全稳定运行与营商环境改善具有重要意义。为此,不同于传统电能质量分析方法在扰动发生后被动采取补救性的分析和治理措施,文中提出在扰动发生、发展和影响之前主动挖掘电力扰动监测数据独特暂态信息以进行“感知-预警-诊断-服务”的主动应用框架。从这4个层面阐述了基于电力扰动数据分析进行敏感负荷辨识、风险预警、隐性故障诊断和优质电力运营模式等不同应用途径的研究价值、主要思路和关键难题。
As the power disturbance problem reflecting the mutual compatibility between power supply and consumer in the modern power grid is becoming increasingly prominent
how to effectively use monitoring data is of great significance for scientific cognition
understanding and solving problems related to power disturbances
as well as the safe and stable operation of power grids and the improvement of the business environment. Therefore
unlike traditional power quality analysis methods that passively take remedial analysis and governance measures after disturbances occur
this paper proposes a proactive application framework for actively mining the unique transient information of power disturbance monitoring data for “perception- early warning- diagnosis- service” before disturbances occur
develop and affect. From these four perspectives
the research value
main ideas and key problems of different application approaches are explained
such as sensitive load identification
early risk warning
hidden fault diagnosis and high-quality power operation modes based on power disturbance data analysis. Through the review
it is hoped that more scholars can be attracted to conduct further discussion and research on power disturbance data analysis and proactive application.
周孝信 , 陈树勇 , 鲁宗相 , 等 . 能源转型中我国新一代电力系统的技术特征 [J]. 中国电机工程学报 , 2018 , 38 ( 7 ): 1893 - 1904 .
ZHOU Xiaoxin , CHEN Shuyong , LU Zongxiang , et al . Technical characteristics of my country’s new generation power system in the energy transition [J]. Proceedings of the CSEE , 2018 , 38 ( 7 ): 1893 - 1904 .
周孝信 , 鲁宗相 , 刘应梅 , 等 . 中国未来电网的发展模式和关键技术 [J]. 中国电机工程学报 , 2014 , 34 ( 29 ): 4999 - 5008 .
ZHOU Xiaoxin , LU Zongxiang , LIU Yingmei , et al . Development models and key technologies of future grid in China [J]. Proceedings of the CSEE , 2014 , 34 ( 29 ): 4999 - 5008 .
李明节 , 于钊 , 许涛 , 等 . 新能源并网系统引发的复杂振荡问题及其对策研究 [J]. 电网技术 , 2017 , 41 ( 4 ): 1035 - 1042 .
LI Mingjie , YU Zhao , XU Tao , et al . Study of complex oscillation caused by renewable energy integration and its solution [J]. Power System Technology , 2017 , 41 ( 4 ): 1035 - 1042 .
马愿谦 , 肖先勇 , 汪颖 , 等 . 高端制造企业优质电力增溢价值及其量化方法 [J]. 中国电机工程学报 , 2015 , 35 ( 增刊1 ): 99 - 104 .
MA Yuanqian , XIAO Xianyong , WANG Ying , et al . Premium price valuation of premium power for high-end manufacturing enterprises [J]. Proceedings of the CSEE , 2015 , 35 ( Supplement 1 ): 99 - 104 .
LEE G J , HEYDT G T . An interactive-dynamic mechanism conceptualizing the cost and benefit of electric power quality [J]. Electric Power Systems Research , 2004 , 69 ( 1 ): 69 - 75 .
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 Ⅰ big data and power big data [J]. Automation of Electric Power Systems , 2016 , 40 ( 1 ): 1 - 8 .
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 Ⅱ applications and explorations [J]. Automation of Electric Power Systems , 2016 , 40 ( 8 ): 1 - 13 .
徐文远 , 雍静 . 电力扰动数据分析学——电能质量监测数据的新应用 [J]. 中国电机工程学报 , 2013 , 33 ( 19 ): 93 - 101 .
XU Wenyuan , YONG Jing . Power disturbance data analytics—new application of power quality monitoring data [J]. Proceedings of the CSEE , 2013 , 33 ( 19 ): 93 - 101 .
王毅 , 陈启鑫 , 张宁 , 等 . 5G通信与泛在电力物联网的融合:应用分析与研究展望 [J]. 电网技术 , 2019 , 43 ( 5 ): 1575 - 1585 .
WANG Yi , CHEN Qixin , ZHANG Ning , et al . Fusion of the 5G communication and the ubiquitous electric Internet of Things: application analysis and research prospects [J]. Power System Technology , 2019 , 43 ( 5 ): 1575 - 1585 .
余晓鹏 , 李琼林 , 杜习周 , 等 . 基于IEC 61850的电能质量监测终端数据分析及模型实现 [J]. 电力系统自动化 , 2011 , 35 ( 4 ): 56 - 60 .
YU Xiaopeng , LI Qionglin , DU Xizhou , et al . Data analysis and model implementation of power quality monitoring equipment based on IEC 61850 [J]. Automation of Electric Power Systems , 2011 , 35 ( 4 ): 56 - 60 .
ACEMOGLU D , RESTREPO P . Artificial intelligence, automation and work [R]. National Bureau of Economic Research of USA , 2018 .
SIVARAJAH U , KAMAL M M , IRANI Z , et al . Critical analysis of big data challenges and analytical methods [J]. Journal of Business Research , 2017 , 70 : 263 - 286 .
WAMBA S F , GUNASEKARAN A , AKTER S , et al . Big data analytics and firm performance: effects of dynamic capabilities [J]. Journal of Business Research , 2017 , 70 : 356 - 365 .
SURYA S , LAMOREE J D . Power quality data analysis: from raw data to knowledge using knowledge discovery approach [C]// 2000 Power Engineering Society Summer Meeting , July 16 - 20 , 2000 , Seattle, USA: 172 - 177 .
MAHELA O P , SHAIK A G , GUPTA N . A critical review of detection and classification of power quality events [J]. Renewable & Sustainable Energy Reviews , 2015 , 41 ( 1 ): 495 - 505 .
XIONG L S , LIU X K , ZHAO C Y , et al . A fast and robust real-time detection algorithm of decaying DC transient and harmonic components in three-phase systems [J]. IEEE Transactions on Power Electronics , 2020 , 35 ( 4 ): 3332 - 3336 .
KUMAR R , SINGH B , SHAHANI D T , et al . Recognition of power-quality disturbances using S-transform-based ANN classifier and rule-based decision tree [J]. IEEE Transactions on Industry Applications , 2015 , 51 ( 2 ): 1249 - 1258 .
WANG Y , BOLLEN M H J , XIAO X Y . Calculation of the phase-angle-jump for voltage dips in three-phase systems [J]. IEEE Transactions on Power Delivery , 2015 , 30 ( 1 ): 480 - 487 .
WANG Y , BAGHERI A , BOLLEN M H J , et al . Single-event characteristics for voltage dips in three-phase systems [J]. IEEE Transactions on Power Delivery , 2017 , 32 ( 99 ): 832 - 840 .
Standards Coordinating Committee 22 on Power Quality. IEEE guide for voltage sag indices: IEEE Std 1564—2014 [S]. 2014 .
廖建权 , 周念成 , 王强钢 , 等 . 直流配电网电能质量指标定义及关联性分析 [J]. 中国电机工程学报 , 2018 , 38 ( 23 ): 6847 - 6860 .
LIAO Jianquan , ZHOU Niancheng , WANG Qianggang , et al . Definition and correlation analysis of power quality index of DC distribution network [J]. Proceedings of the CSEE , 2018 , 38 ( 23 ): 6847 - 6860 .
郑智聪 , 王红 , 齐林海 . 基于深度学习模型融合的电压暂降源识别方法 [J]. 中国电机工程学报 , 2019 , 39 ( 1 ): 97 - 104 .
ZHENG Zhicong , WANG Hong , QI Linhai . Recognition method of voltage sag sources based on deep learning models’fusion [J]. Proceedings of the CSEE , 2019 , 39 ( 1 ): 97 - 104 .
储佳伟 , 袁晓冬 , 陈兵 , 等 . 结合小波分析和改进型DTW距离的配电网电压暂降源辨识方法 [J]. 电网技术 , 2018 , 42 ( 2 ): 637 - 643 .
CHU Jiawei , YUAN Xiaodong , CHEN Bing , et al . A method for distribution network voltage sag source identification combining wavelet analysis and modified DTW distance [J]. Power System Technology , 2018 , 42 ( 2 ): 637 - 643 .
ELDERY M A , EL-SAADANY E F , SALAMA M M A , et al . A novel power quality monitoring allocation algorithm [J]. IEEE Transactions on Power Delivery , 2006 , 21 ( 2 ): 768 - 777 .
李同智 . 灵活互动智能用电的技术内涵及发展方向 [J]. 电力系统自动化 , 2012 , 36 ( 2 ): 11 - 17 .
LI Tongzhi . Technical implications and development trends of flexible and interactive utilization of intelligent power [J]. Automation of Electric Power Systems , 2012 , 36 ( 2 ): 11 - 17 .
程祥 , 李林芝 , 吴浩 , 等 . 非侵入式负荷监测与分解研究综述 [J]. 电网技术 , 2016 , 40 ( 10 ): 3108 - 3117 .
CHENG Xiang , LI Linzhi , WU Hao , et al . A survey of the research on non-intrusive load monitoring and disaggregation [J]. Power System Technology , 2016 , 40 ( 10 ): 3108 - 3117 .
JIN Y W , TEBEKAEMI E , BERGES M , et al . Robust adaptive event detection in non-intrusive load monitoring for energy aware smart facilities [C]// 2011 IEEE International Conference on Acoustics , Speech and Signal Processing, May 22 - 27 , 2011 , Prague, Czech Republic: 4340 - 4343 .
TSAI M S , LIN Y H . Modern development of an adaptive non-intrusive appliance load monitoring system in electricity energy conservation [J]. Applied Energy , 2012 , 96 ( 1 ): 55 - 73 .
丁世敬 , 王晓静 , 雍静 , 等 . 基于事件检测的非侵入式负荷识别方法研究 [J]. 建筑电气 , 2017 , 36 ( 7 ): 57 - 64 .
DING Shijing , WANG Xiaojing , YONG Jing , et al . Research on event-based non-intrusive load monitoring method [J]. Building Electricity , 2017 , 36 ( 7 ): 57 - 64 .
DONG M , MEIRA , XU W , et al . Non-intrusive signature extraction for major residential loads [J]. IEEE Transactions on Smart Grid , 2013 , 4 ( 3 ): 1421 - 1430 .
AHMADI H , MARTI J R . Load decomposition at smart meters level using eigen loads approach [J]. IEEE Transactions on Power Systems , 2015 , 30 ( 6 ): 3425 - 3436 .
MARCHIORI A , HAKKARINEN D , HAN Q , et al . Circuit-level load monitoring for household energy management [J]. IEEE Pervasive Computing , 2011 , 10 ( 1 ): 40 - 48 .
CHANG H H , YANG H T , LIN C L . Load identification in neural networks for a non-intrusive monitoring of industrial electrical loads [C]// International Conference on Computer Supported Cooperative Work in Design , April 26 - 28 , 2007 , Berlin, Germany: 664 - 674 .
孙毅 , 崔灿 , 陆俊 , 等 . 基于差量特征提取与模糊聚类的非侵入式负荷监测方法 [J]. 电力系统自动化 , 2017 , 41 ( 4 ): 86 - 91 .
SUN Yi , CUI Can , LU Jun , et al . Non-intrusive load monitoring method based on delta feature extraction and fuzzy clustering [J]. Automation of Electric Power Systems , 2017 , 41 ( 4 ): 86 - 91 .
GUO Z Y , WANG Z J , KASHANI A . Home appliance load modeling from aggregated smart meter data [J]. IEEE Transactions on Power Systems , 2015 , 30 ( 1 ): 254 - 262 .
BOLLEN M H J . Understanding power quality problems [M]. New York, USA : IEEE Press , 2000 .
陶顺 , 肖湘宁 , 刘晓娟 . 电压暂降对配电系统可靠性影响及其评估指标的研究 [J]. 中国电机工程学报 , 2005 , 25 ( 21 ): 63 - 69 .
TAO Shun , XIAO Xiangning , LIU Xiaojuan . Study on distribution reliability considering voltage sags and acceptable indices [J]. Proceedings of the CSEE , 2005 , 25 ( 21 ): 63 - 69 .
GUPTA C P , MILANOVÍC J V . Probabilistic assessment of equipment trips due to voltage sags [J]. IEEE Transactions on Power Delivery , 2006 , 21 ( 2 ): 711 - 718 .
刘科研 , 盛万兴 , 张东霞 , 等 . 智能配电网大数据应用需求和场景分析研究 [J]. 中国电机工程学报 , 2015 , 35 ( 2 ): 287 - 293 .
LIU Keyan , SHENG Wanxing , ZHANG Dongxia , et al . Big data application requirements and scenario analysis in smart distribution network [J]. Proceedings of the CSEE , 2015 , 35 ( 2 ): 287 - 293 .
BHARGAVA M , SELWAL A . Association rule mining using apriori algorithm: a review [J]. International Journal of Advanced Research in Computer Science , 2013 , 4 ( 2 ): 327 - 335 .
郑伟民 , 叶承晋 , 张曼颖 , 等 . 基于Softmax概率分类器的数据驱动空间负荷预测 [J]. 电力系统自动化 , 2019 , 43 ( 9 ): 117 - 124 .
ZHENG Weimin , YE Chengjin , ZHANG Manying , et al . Data-driven spatial load forecasting method based on Softmax probabilistic classifier [J]. Automation of Electric Power Systems , 2019 , 43 ( 9 ): 117 - 124 .
汤奕 , 崔晗 , 李峰 , 等 . 人工智能在电力系统暂态问题中的应用综述 [J]. 中国电机工程学报 , 2019 , 39 ( 1 ): 2 - 13 .
TANG Yi , CUI Han , LI Feng , et al . Review on artificial intelligence in power system transient stability analysis [J]. Proceedings of the CSEE , 2019 , 39 ( 1 ): 2 - 13 .
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 .
张验科 , 刘源 , 纪昌明 , 等 . 考虑水流时滞的梯级水电站水库群短期发电优化调度 [J]. 电力系统自动化 , 2020 , 44 ( 6 ): 45 - 51 .
ZHANG Yanke , LIU Yuan , JI Changming , et al . Short-term generation optimization dispatch of cascade hydropower station reservoirs considering time-lag of water flow [J]. Automation of Electric Power Systems , 2020 , 44 ( 6 ): 45 - 51 .
HONG T P , KUO C S , WANG S L . A fuzzy AprioriTid mining algorithm with reduced computational time [J]. Applied Soft Computing , 2004 , 5 ( 1 ): 1 - 10 .
张钰莎 , 蒋盛益 . 连续属性离散化算法研究综述 [J]. 计算机应用与软件 , 2014 , 31 ( 8 ): 6 - 8 .
ZHANG Yusha , JIANG Shengyi . Survey on continuous feature discretization algorithm [J]. Computer Applications and Software , 2014 , 31 ( 8 ): 6 - 8 .
沈翔 , 杨洪耕 , 段晨 . 基于灰靶理论与云模型的电压暂降事件数据挖掘分析方法 [J]. 电网技术 , 2019 , 43 ( 2 ): 722 - 730 .
SHEN Xiang , YANG Honggeng , DUAN Chen . An analytical method of data mining on voltage sag based on gray target theory and cloud model [J]. Power System Technology , 2019 , 43 ( 2 ): 722 - 730 .
刘思怡 , 苏运 , 张焰 . 基于FP-Growth算法的10 kV配电网分支线断线故障诊断与定位方法 [J]. 电网技术 , 2019 , 43 ( 12 ): 4575 - 4581 .
LIU Siyi , SU Yun , ZHANG Yan . Open-line fault diagnosis and positioning method for 10 kV power distribution network branch line based on FP-Growth algorithm [J]. Power System Technology , 2019 , 43 ( 12 ): 4575 - 4581 .
郑元兵 , 孙才新 , 李剑 , 等 . 变压器故障特征量可信度的关联规则分析 [J]. 高电压技术 , 2012 , 38 ( 1 ): 82 - 88 .
ZHENG Yuanbing , SUN Caixin , LI Jian , et al . Association rule analysis on confidence of features for transformer faults [J]. High Voltage Engineering , 2012 , 38 ( 1 ): 82 - 88 .
浦雨婷 , 杨洪耕 , 马晓阳 . 基于数据挖掘与改进灰靶的电压暂降严重度分析与评估 [J]. 电力系统自动化 , 2020 , 44 ( 2 ): 198 - 206 .
PU Yuting , YANG Honggeng , MA Xiaoyang . Analysis and evaluation of voltage sag severity based on data mining and improved grey target theory [J]. Automation of Electric Power Systems , 2020 , 44 ( 2 ): 198 - 206 .
谢从珍 , 白剑锋 , 王红斌 , 等 . 基于多维关联信息融合的架空输电线路雷害风险评估方法 [J]. 中国电机工程学报 , 2018 , 38 ( 21 ): 6233 - 6244 .
XIE Congzhen , BAI Jianfeng , WANG Hongbin , et al . Lightning risk assessment of transmission lines based on multidimensional related information fusion [J]. Proceedings of the CSEE , 2018 , 38 ( 21 ): 6233 - 6244 .
王国胤 , 张清华 . 不同知识粒度下粗糙集的不确定性研究 [J]. 计算机学报 , 2008 , 31 ( 9 ): 1588 - 1598 .
WANG Guoyin , ZHANG Qinghua . Uncertainty of rough sets in different knowledge granularities [J]. Chinese Journal of Computers , 2008 , 31 ( 9 ): 1588 - 1598 .
胡文曦 , 肖先勇 . 电网结构对电压暂降传播的影响及其量化分析方法 [J]. 电力自动化设备 , 2020 , 40 ( 7 ): 181 - 187 .
HU Wenxi , XIAO Xianyong . Influence of grid structure on voltage sag propagation and its quantitative analysis method [J]. Electric Power Automation Equipment , 2020 , 40 ( 7 ): 181 - 187 .
肖先勇 , 胡文曦 , 王杨 , 等 . 电压暂降时空多粒度属性分析与知识发现方法 [J]. 工程科学与技术 , 2020 , 52 ( 4 ): 25 - 32 .
XIAO Xianyong , HU Wenxi , WANG Yang , et al . Spatial-temporal multi-granular attribute analysis and knowledge discovery method for voltage sag [J]. Advanced Engineering Sciences , 2020 , 52 ( 4 ): 25 - 32 .
KE L J , FENG Z R , REN Z G . An efficient ant colony optimization approach to attribute reduction in rough set theory [J]. Pattern Recognition Letters , 2008 , 29 ( 9 ): 1351 - 1357 .
WISCHKAEMPER J A , BENNER C L , RUSSELL B D , et al . Application of waveform analytics for improved situational awareness of electric distribution feeders [J]. IEEE Transactions on Smart Grid , 2015 , 6 ( 4 ): 2041 - 2049 .
李娟 , 周东华 , 司小胜 , 等 . 微小故障诊断方法综述 [J]. 控制理论与应用 , 2012 , 29 ( 12 ): 1517 - 1529 .
LI Juan , ZHOU Donghua , SI Xiaosheng , et al . Review of incipient fault diagnosis methods [J]. Control Theory & Applications , 2012 , 29 ( 12 ): 1517 - 1529 .
周东华 , 史建涛 , 何潇 . 动态系统间歇故障诊断技术综述 [J]. 自动化学报 , 2014 , 40 ( 2 ): 161 - 171 .
ZHOU Donghua , SHI Jiantao , HE Xiao . Review of intermittent fault diagnosis techniques for dynamic systems [J]. Acta Automatica Sinica , 2014 , 40 ( 2 ): 161 - 171 .
WANG H , BUTLER K L . Modeling transformers with internal incipient faults [J]. IEEE Transactions on Power Delivery , 2002 , 17 ( 2 ): 500 - 509 .
罗忠辉 , 薛晓宁 , 王筱珍 , 等 . 小波变换及经验模式分解方法在电机轴承早期故障诊断中的应用 [J]. 中国电机工程学报 , 2005 , 25 ( 14 ): 125 - 129 .
LUO Zhonghui , XUE Xiaoning , WANG Xiaozhen , et al . Study on the method of incipient motor bearing fault diagnosis based on wavelet transform and EMD [J]. Proceedings of the CSEE , 2005 , 25 ( 14 ): 125 - 129 .
XU W . Power quality subcommittee working group on power quality data analytics, electric signatures of power equipment failures [R]. 2015 .
Electromagnetic compatibility (EMC): Part 4-30 testing and measurement techniques-power quality measurement methods: IEEE Std 2003—2015 [S]. 2015 .
张玉山 , 张如意 . 卫星遥感图像无损压缩技术改进方法 [J]. 航天器工程 , 2018 , 27 ( 1 ): 96 - 101 .
ZHANG Yushan , ZHANG Ruyi . Method of improvement and application of technology for satellite remote sensing image lossless compression [J]. Spacecraft Engineering , 2018 , 27 ( 1 ): 96 - 101 .
SIDHU T S , XU Z H . Detection of incipient faults in distribution underground cables [J]. IEEE Transactions on Power Delivery , 2010 , 25 ( 3 ): 1363 - 1371 .
GHANBARI T . Kalman filter based incipient fault detection method for underground cables [J]. IET Generation , Transmission & Distribution , 2015 , 9 ( 14 ): 1988 - 1997 .
HU W X , XIAO X Y , ZHENG Z X . Voltage sag/swell waveform analysis method based on multi-dimension characterization [J]. IET Generation , Transmission & Distribution , 2020 , 14 ( 3 ): 486 - 493 .
LI C N , SHAO Y H , YIN W T , et al . Robust and sparse linear discriminant analysis via an alternating direction method of multipliers [J]. IEEE Transactions on Neural Networks and Learning Systems , 2020 , 31 ( 3 ): 915 - 926 .
PAN T Y , CHEN J L , ZHOU Z T , et al . A novel deep learning network via multiscale inner product with locally connected feature extraction for intelligent fault detection [J]. IEEE Transactions on Industrial Informatics , 2019 , 15 ( 9 ): 5119 - 5128 .
彭席坤 . 光伏电站行业融资租赁模式应用研究 [D]. 武汉 : 华中科技大学 , 2016 .
PENG Xikun . The research in the application of photovoltaic power plant financial leasing [D]. Wuhan : Huazhong University of Science and Technology , 2016 .
朱泽辉 . 风电项目融资租赁模式理论分析与实证研究 [D]. 杭州 : 浙江大学 , 2019 .
ZHU Zehui . Theoretical analysis and empirical study on projects financing lease of wind power [D]. Hangzhou : Zhejiang University , 2019 .
肖先勇 , 赵禾畦 , 李成鑫 . 园区级-设备级电压暂降协同治理优化方案及其投融资策略 [J]. 电力自动化设备 , 2020 , 40 ( 5 ): 157 - 164 .
XIAO Xianyong , ZHAO Heqi , LI Chengxin . Optimal cooperative governance scheme of park-level and equipment-level voltage sag and its investment and financing strategy [J]. Electric Power Automation Equipment , 2020 , 40 ( 5 ): 157 - 164 .
吴鹏 , 刘静 , 王冕晨 . 竞争环境下考虑以旧换新的定价策略及优化模型 [J]. 吉林大学社会科学学报 , 2014 , 54 ( 6 ): 82 - 90 .
WU Peng , LIU Jing , WANG Mianchen . Pricing strategy and optimization model considering trade-in under a competitive environment [J]. Journal of Social Sciences of Jilin University , 2014 , 54 ( 6 ): 82 - 90 .
XIAO X Y , MA Y Q , ZHANG Y , et al . Premium power valuation method based on customer perception of utility for high technology manufacturing customers [J]. IEEE Transactions on Power Delivery , 2016 , 31 ( 4 ): 1655 - 1662 .
GIANNAKIS D , JAMASB T , POLLITT M . Benchmarking and incentive regulation of quality of service: an application to the UK electricity distribution networks [J]. Energy Policy , 2005 , 33 ( 17 ): 2256 - 2271 .
SU M , LI G , ZHOU M , et al . A power quality service pricing approach considering treatment expenses and stop loss insurance [C]// 2007 IEEE Lausanne Power Tech , July 1 - 5 , 2007 , Lausanne, Switzerland: 1569 - 1574 .
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