基于“互联网+”的智慧能源综合服务业务延展与思考

王蓓蓓; 胥鹏; 赵盛楠; 丛小涵; 陈浩; 高博; 李雪松; 蒋宇

doi:10.7500/AEPS20191016001

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基于“互联网+”的智慧能源综合服务业务延展与思考

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- 基于“互联网+”的智慧能源综合服务业务延展与思考
- Business Extension and Related Consideration of Integrated Services for Smart Energy Based on ‘Internet Plus’
- 电力系统自动化-方正平台 2020年44卷第12期页码：1-12
- 作者机构：
  
  1. 东南大学电气工程学院，江苏省南京市 210096
  2. 江苏省电力交易中心有限公司，江苏省南京市 210008
- 作者简介：
  
  王蓓蓓(1979—)，女，通信作者，博士，副教授，主要研究方向：电力市场、需求侧管理等。E-mail：wangbeibei@seu.edu.cn
  胥鹏(1994—)，男，博士研究生，主要研究方向：数据挖掘、人工智能在电力系统中的应用等。E-mail：272223671@qq.com
  赵盛楠(1990—)，女，博士研究生，主要研究方向：电力市场、需求侧管理等。E-mail：dongnanzsn@163.com
- 基金信息：
  
  国家自然科学基金资助项目(71471036)
- DOI：10.7500/AEPS20191016001
  中图分类号：
- 收稿日期：2019-10-16，
  
  修回日期：2020-04-03，
  
  网络出版日期：2020-04-24，
  
  纸质出版日期：2020-06-25
- 稿件说明：
移动端阅览
王蓓蓓,胥鹏,赵盛楠等.基于“互联网+”的智慧能源综合服务业务延展与思考[J].电力系统自动化,2020,44(12):1-12.

WANG Beibei,XU Peng,ZHAO Shengnan,et al.Business Extension and Related Consideration of Integrated Services for Smart Energy Based on ‘Internet Plus’[J].Automation of Electric Power Systems,2020,44(12):1-12.
王蓓蓓,胥鹏,赵盛楠等.基于“互联网+”的智慧能源综合服务业务延展与思考[J].电力系统自动化,2020,44(12):1-12. DOI： 10.7500/AEPS20191016001.

WANG Beibei,XU Peng,ZHAO Shengnan,et al.Business Extension and Related Consideration of Integrated Services for Smart Energy Based on ‘Internet Plus’[J].Automation of Electric Power Systems,2020,44(12):1-12. DOI： 10.7500/AEPS20191016001.

摘要

随着智能电网的深化建设与互联网新型技术的快速发展，未来电网将进入“互联网+”时代，系统中个体将实现广泛互联。在此背景下，智慧能源综合服务发展的困境得以解决，其服务内涵与服务形式将得到不断延伸。文中首先分析智慧能源综合服务现有业务由于技术、数据等原因而无法解决的诸多问题，基于“互联网+”下逐渐广域普及的终端设备及“云大物移智”、5G通信、边缘计算等技术特点，深入探讨未来智慧能源综合服务可能的业务形式，分别提出智慧能源综合服务面向用户侧、配电侧以及能源金融3个方面的未来典型应用场景，并对其顺利开展亟需解决的问题进行展望和思考。

Abstract

With the further construction of smart grid and the rapid development of new technology of the Internet

the future grid will come to the era of ‘Internet plus’

and individuals in the system will be widely interconnected. Under this circumstance

the development barriers of integrated services for smart energy will be overcome

the service connotation and service forms of integrated services for smart energy will be continuously extended. Firstly

the existing unsolved problems of integrated services for smart energy caused by technology

data

etc. are analyzed

the possible service forms of future integrated services for smart energy are discussed based on the widely-used terminal equipments and technical features of ‘cloud computing

big data

Internet of Things

mobile Internet

smart city’

5G communication

edge computing with ‘Internet plus’. The typical future application scenarios with three aspects such as integrated service for smart energy at the user side

the distribution side and the energy finance are put forward

and the prevision and consideration of urgent problems which need to be solved during the application are provided.

关键词

Keywords

references

张友良 , 金振文 , 程权 . 综合能源服务：变革的风口 [EB/OL]. [ 2020-03-01 ]. https://www.ixueshu.com/document/6a3261ae85e489b86588a126e5cf2a9c318947a18e7f9386.html https://www.ixueshu.com/document/6a3261ae85e489b86588a126e5cf2a9c318947a18e7f9386.html .

ZHANG Youliang , JIN Zhenwen , CHENG Quan . Integrated energy services: the cusp of change [EB/OL]. [ 2020-03-01 ]. https://www.ixueshu.com/document/6a3261ae85e489b86588a 126e5cf2a9c318947a18e7f9386.html https://www.ixueshu.com/document/6a3261ae85e489b86588a 126e5cf2a9c318947a18e7f9386.html .

王秀强 . 国家电网为什么高调做综合能源服务商? [EB/OL]. [ 2020-03-01 ]. http://www.china-nengyuan.com/news/china-nengyuan_news_117154.pdf http://www.china-nengyuan.com/news/china-nengyuan_news_117154.pdf .

WANG Xiuqiang . Why the state grid is a high-profile integrated energy service provider? [EB/OL]. [ 2020-03-01 ]. http://www.china-nengyuan.com/news/china-nengyuan_news_117154.pdf http://www.china-nengyuan.com/news/china-nengyuan_news_117154.pdf .

国家电网泛在电力物联网建设大纲正式发布 [EB/OL].( 2019-03-11 ).[ 2020-03-01 ]. http://www.chinasmartgrid.com.cn/news/20190311/632172.shtml http://www.chinasmartgrid.com.cn/news/20190311/632172.shtml ．

The state grid outline for the construction of ubiquitous power Internet of Things is officially released [EB/OL]. ( 2019-03-11 ). [ 2020-03-01 ]. http://www.chinasmartgrid.com.cn/news/ 20190311/632172.shtml http://www.chinasmartgrid.com.cn/news/ 20190311/632172.shtml ．

张宁 , 杨经纬 , 王毅 , 等 . 面向泛在电力物联网的5G通信:技术原理与典型应用 [J]. 中国电机工程学报 , 2019 , 39 ( 14 ): 4015 - 4025 .

ZHANG Ning , YANG Jingwei , WANG Yi , et al . 5G communication for the ubiquitous Internet of Things in electricity: technical principles and typical applications [J]. Proceedings of the CSEE , 2019 , 39 ( 14 ): 4015 - 4025 .

王宣元 , 刘敦楠 , 刘蓁 , 等 . 泛在电力物联网下虚拟电厂运营机制及关键技术 [J]. 电网技术 , 2019 , 43 ( 9 ): 3175 - 3183 .

WANG Xuanyuan , LIU Dunnan , LIU Zhen , et al . Operation mechanism and key technologies of virtual power plant under ubiquitous Internet of Things [J]. Power System Technology , 2019 , 43 ( 9 ): 3175 - 3183 .

龚钢军 , 王慧娟 , 杨晟 , 等 . 区块链技术下综合能源服务研究 [J/OL]. 中国电机工程学报 [ 2020-03-01 ]. http://kns.cnki.net/kcms/detail/11.2107.TM.20190830.1456.007.html http://kns.cnki.net/kcms/detail/11.2107.TM.20190830.1456.007.html .

GONG Gangjun , WANG Huijuan , YANG Sheng , et al . Research on integrated energy service based on blockchain technology [J/OL]. Proceedings of the CSEE [ 2020-03-01 ]. http://kns.cnki.net/kcms/detail/11.2107.TM.20190830.1456.007.html http://kns.cnki.net/kcms/detail/11.2107.TM.20190830.1456.007.html .

白杨 , 李昂 , 夏清 . 新形势下电力市场营销模式与新型电价体系 [J]. 电力系统保护与控制 , 2016 , 44 ( 5 ): 10 - 16 .

BAI Yang , LI Ang , XIA Qing . Electricity business marketing modes in the new environment and new electricity pricing systems [J]. Power System Protection and Control , 2016 , 44 ( 5 ): 10 - 16 .

曲朝阳 , 冯荣强 , 曲楠 , 等 . 基于电力交易用户最优特征子集的售电套餐推荐方法 [J]. 电网技术 , 2018 , 42 ( 10 ): 3298 - 3305 .

QU Zhaoyang , FENG Rongqiang , QU Nan , et al . Recommendation method of electricity selling packages based on optimal feature subset of electricity trading users [J]. Power System Technology , 2018 , 42 ( 10 ): 3298 - 3305 .

曹昉 , 李欣宁 , 刘思佳 , 等 . 基于消费者参考价格决策及用户黏性的售电套餐优化 [J]. 电力系统自动化 , 2018 , 42 ( 14 ): 67 - 74 .

CAO Fang , LI Xinning , LIU Sijia , et al . Optimization of sales package for end-users based on user stickiness and reference pricing decision of consumers [J]. Automation of Electric Power Systems , 2018 , 42 ( 14 ): 67 - 74 .

郝然 , 艾芊 , 肖斐 . 基于多元大数据平台的用电行为分析构架研究 [J]. 电力自动化设备 , 2017 , 37 ( 8 ): 20 - 27 .

HAO Ran , AI Qian , XIAO Fei , et al . Architecture based on multivariate big data platform for analyzing electricity consumption behavior [J]. Electric Power Automation Equipment , 2017 , 37 ( 8 ): 20 - 27 .

辛苗苗 , 张延迟 , 解大 . 基于电力大数据的用户用电行为分析研究综述 [J]. 电气自动化 , 2019 , 41 ( 1 ): 5 - 8 .

XIN Miaomiao , ZHANG Yanchi , XIE Da . Summary of researches on consumer behavior analysis based on big power data [J]. Electrical Automation , 2019 , 41 ( 1 ): 5 - 8 .

Ontario Energy Board . Ontario energy board smart price pilot final report [EB/OL]. [ 2020-03-01 ]. https://www.mendeley.com/catalogue/c01f85fe-6d04-38af-b6a7-702715bb9b6b/ https://www.mendeley.com/catalogue/c01f85fe-6d04-38af-b6a7-702715bb9b6b/ .

徐向东 . 供电紧张情况下的用电价格设计——美国佐治亚电力公司的一项电力实时定价方案 [J]. 中国物价 , 2005 ( 7 ): 36 - 38 .

XU Xiangdong . Electricity price design under tight conditions—a real-time electricity pricing scheme from Georgia power [J]. China Price , 2005 ( 7 ): 36 - 38 .

The FSC Group . Interim load impact results from SMUD’s smart pricing options pilot [EB/OL]. [ 2020-03-01 ]. http://www.demandresponsetownmeeting.com/wp-content/uploads/2012/03/1A-0830-GEORGE http://www.demandresponsetownmeeting.com/wp-content/uploads/2012/03/1A-0830-GEORGE .

何青 , 高效 , 张文月 , 等 . 美国德州电力市场零售电价套餐体系及启示 [J]. 供用电 , 2018 , 35 ( 12 ): 50 - 55 .

HE Qing , GAO Xiao , ZHANG Wenyue , et al . The retail electricity price package system of Texas electricity market in the USA and its revelation [J]. Distribution & Utilization , 2018 , 35 ( 12 ): 50 - 55 .

牛文娟 , 李扬 , 王蓓蓓 . 考虑不确定性的需求响应虚拟电厂建模 [J]. 中国电机工程学报 , 2014 , 34 ( 22 ): 3630 - 3637 .

NIU Wenjuan , LI Yang , WANG Beibei . Demand response based virtual power plant modeling considering uncertainty [J]. Proceedings of the CSEE , 2014 , 34 ( 22 ): 3630 - 3637 .

张天伟 , 王蓓蓓 , 贲树俊 , 等 . 兼顾降负荷和反弹抑制的负荷聚合商下空调集群调控策略 [J]. 电力系统及其自动化学报 , 2019 , 31 ( 3 ): 54 - 64 .

ZHANG Tianwei , WANG Beibei , BEN Shujun , et al . Control strategies for air-conditioning group under load aggregator considering load reduction and rebound suppression [J]. Proceedings of the CSU-EPSA , 2019 , 31 ( 3 ): 54 - 64 .

南思博 , 李庚银 , 周明 , 等 . 智能小区可削减柔性负荷实时需求响应策略 [J]. 电力系统保护与控制 , 2019 , 47 ( 10 ): 42 - 50 .

NAN Sibo , LI Gengyin , ZHOU Ming , et al . Real-time demand response of curtailable flexible load in smart residential community [J]. Power System Protection and Control , 2019 , 47 ( 10 ): 42 - 50 .

牛斗 , 朴勇惺 , 王婷婷 . 智能小区远程抄表系统的实现 [J]. 微计算机信息 , 2010 , 26 ( 11 ): 105 - 107 .

NIU Dou , PIAO Yongxing , WANG Tingting . Realization of smart home automatic meter reading system in intelligent residential area [J]. Control & Automation , 2010 , 26 ( 11 ): 105 - 107 .

邓桂平 , 陈俊 . 智能用电小区及其关键技术 [J]. 湖北电力 , 2010 , 34 ( 51 ): 73 - 75 .

DENG Guiping , CHEN Jun . Intelligent electricity consumption district and its key technology [J]. Hubei Electric Power , 2010 , 34 ( 51 ): 73 - 75 .

王蓓蓓 , 胡晓青 , 顾伟扬 , 等 . 分层控制架构下大规模空调负荷参与调峰的分散式协同控制策略 [J]. 中国电机工程学报 , 2019 , 39 ( 12 ): 3514 - 3528 .

WANG Beibei , HU Xiaoqing , GU Weiyang , et al . Hierarchical control architecture and decentralized cooperative control strategy for large scale air conditioning load participating in peak load regulation [J]. Proceedings of the CSEE , 2019 , 39 ( 12 ): 3514 - 3528 .

孙韩 , 陈宗海 , 武骥 . 计及电动汽车不确定性的家庭微电网实时能量调度策略 [J]. 电网技术 , 2019 , 43 ( 7 ): 2544 - 2551 .

SUN Han , CHEN Zonghai , WU Ji . Online energy dispatch strategy for residential microgrid considering uncertainty of electric vehicle [J]. Power System Technology , 2019 , 43 ( 7 ): 2544 - 2551 .

张高 , 王旭 , 蒋传文 . 基于主从博弈的含电动汽车虚拟电厂协调调度 [J]. 电力系统自动化 , 2018 , 42 ( 11 ): 48 - 55 .

ZHANG Gao , WANG Xu , JIANG Chuanwen . Stackelberg game based coordinated dispatch of virtual power plant considering electric vehicle management [J]. Automation of Electric Power Systems , 2018 , 42 ( 11 ): 48 - 55 .

胡俊杰 , 周华嫣然 , 李阳 . 集群电动汽车平抑光伏波动实时调度策略 [J]. 电网技术 , 2019 , 43 ( 7 ): 2552 - 2560 .

HU Junjie , ZHOU Huayanran , LI Yang . Real-time dispatching strategy for aggregated electric vehicles to smooth power fluctuation of photovoltaics [J]. Power System Technology , 2019 , 43 ( 7 ): 2552 - 2560 .

师景佳 , 袁铁江 , KHAN S , 等 . 计及电动汽车可调度能力的风/车协同参与机组组合策略 [J]. 高电压技术 , 2018 , 44 ( 10 ): 3433 - 3440 .

SHI Jingjia , YUAN Tiejiang , KHAN S , et al . Unit commitment strategy considering cooperated dispatch of electric vehicles based on scheduling capacity and wind power generation [J]. High Voltage Engineering , 2018 , 44 ( 10 ): 3433 - 3440 .

段小宇 , 胡泽春 , 崔岩 , 等 . 长时间尺度下的电动汽车有序充放电调度 [J]. 电网技术 , 2018 , 42 ( 12 ): 4037 - 4044 .

DUAN Xiaoyu , HU Zechun , CUI Yan , et al . Optimal charging and discharging strategy for electric vehicles in large timescales [J]. Power System Technology , 2018 , 42 ( 12 ): 4037 - 4044 .

程杉 , 王贤宁 , 冯毅煁 . 电动汽车充电站有序充电调度的分散式优化 [J]. 电力系统自动化 , 2018 , 42 ( 1 ): 39 - 46 .

CHENG Shan , WANG Xianning , FENG Yichen . Decentralized optimization of ordered charging scheduling in electric vehicle charging station [J]. Automation of Electric Power Systems , 2018 , 42 ( 1 ): 39 - 46 .

KO H , PACK S , LEUNG V . Mobility-aware vehicle-to-grid control algorithm in microgrids [J]. IEEE Transactions on Intelligent Transportation Systems , 2018 , 19 ( 7 ): 2165 - 2174 .

HARUN T , SEDDIK B . Optimal minimization of plug-in electric vehicle charging cost with vehicle-to-home and vehicle-to-grid concepts [J]. IEEE Transactions on Vehicular Technology , 2018 , 67 ( 11 ): 10281 - 10292 .

SALAZAR M , ELBERT P , EBBESEN S , et al . Time-optimal control policy for a hybrid electric race car [J]. IEEE Transactions on Control Systems Technology , 2017 , 25 ( 6 ): 1921 - 1934 .

YANG J ， HE L ， FU S ， et al . An improved PSO-based charging strategy of electric vehicles in electrical distribution grid ［J］. Applied Energy ， 2014 ， 128 : 82 - 92 .

张怡冰 , 刘其辉 , 洪晨威 , 等 . 基于模糊控制的区域电动汽车入网充放电调度策略 [J]. 电力自动化设备 , 2019 , 39 ( 7 ): 147 - 153 .

ZHANG Yibing , LIU Qihui , HONG Chenwei , et al . Charging and discharging dispatch strategy of regional V2G based on fuzzy control [J]. Electric Power Automation Equipment , 2019 , 39 ( 7 ): 147 - 153 .

严俊 , 严凤 . 峰谷分时电价背景下的居民电动汽车有序充放电策略 [J]. 电力系统保护与控制 , 2018 , 46 ( 15 ): 127 - 134 .

YAN Jun , YAN Feng . An orderly charging and discharging strategy for residential electric vehicles based on peak-valley [J]. Power System Protection and Control , 2018 , 46 ( 15 ): 127 - 134 .

QUIROS-TORTOS J , OCHOA L F , ALNASER S , et al . Control of EV charging points for thermal and voltage management of LV networks [C]// IEEE Power and Energy Society General Meeting (PESGM), July 17-21 , 2016 , Boston , USA .

MOGHADAM M , ZHANG R , MA R . Distributed frequency control via randomized response of electric vehicles in power grid [J]. IEEE Transactions on Sustainable Energy , 2016 , 7 ( 1 ): 312 - 324 .

高小平 . 中国智能家居的现状及发展趋势 [J]. 低压电器 , 2005 ( 4 ): 18 - 21 .

GAO Xiaoping . State of the arts and developing trend of intelligent residence in China [J]. Low Voltage Apparatus , 2005 ( 4 ): 18 - 21 .

卜旭 , 程允丽 . 智能音箱关键技术及发展趋势研究 [J]. 计算机产品与流通 , 2019 ( 7 ): 141 .

PU Xu , CHENG Yunli . Study on key technology and development trend of intelligent speaker [J]. Computer Products and Circulation , 2019 ( 7 ): 141 .

邱明松 , 王望望 . 家用智能开关的设计与制作 [J]. 计算机产品与流通 , 2019 ( 7 ): 147 .

QIU Mingsong , WANG Wangwang . Design and manufacture of household intelligent switch [J]. Computer Products and Circulation , 2019 ( 7 ): 147 .

黎素云 , 叶展勇 , 俞晓彤 . 基于安卓的智能家居系统设计 [J]. 电子技术与软件工程 , 2019 ( 11 ): 32 .

LI Suyun , YE Zhanyong , YU Xiaotong . Smart home system design based on Android [J]. Electronic Technology & Software Engineering , 2019 ( 11 ): 32 .

叶金虎 , 吴常森 , 符永聪 . 用于智能家居的推拉窗自动开关器的设计 [J]. 智库时代 , 2019 ( 23 ): 212 - 219 .

YE Jinhu , WU Changsen , FU Yongcong . Design of automatic switch of push and pull window for intelligent home [J]. Think Tank Era , 2019 ( 23 ): 212 - 219 .

周碧红 . 在线式电能质量检测仪的研究 [D]. 上海：上海交通大学 , 2009 .

ZHOU Bihong . The research of the online power quality monitoring [D]. Shanghai : Shanghai Jiao Tong University , 2009 .

LIU S , BIE Z , LIU F , et al . Policy implication on distributed generation PV trading in China [J]. Energy Procedia , 2019 , 159 : 436 - 441 .

赵盛楠 , 王蓓蓓 , 李扬 , 等 . 基于系统动力学的分布式可再生能源激励机制分析 [J]. 电力系统自动化 , 2017 , 41 ( 24 ): 97 - 104 .

ZHAO Shengnan , WANG Beibei , LI Yang , et al . System dynamics based analysis on incentive mechanism of distributed renewable energy resources [J]. Automation of Electric Power Systems , 2017 , 41 ( 24 ): 97 - 104 .

国家能源局 . 关于开展分布式发电市场化交易试点的通知 .[EB/OL].[ 2020-03-01 ]. http://www.gov.cn/xinwen/2017-11/14/content_5239535.htm http://www.gov.cn/xinwen/2017-11/14/content_5239535.htm .

National Energy Administration . Notice on piloting market based distributed generation trading [EB/OL]. [ 2020-03-01 ]. http://www.gov.cn/xinwen/2017-11/14/content_5239535.htm http://www.gov.cn/xinwen/2017-11/14/content_5239535.htm .

王蓓蓓 , 李雅超 , 赵盛楠 , 等 . 基于区块链的分布式能源交易关键技术 [J]. 电力系统自动化 , 2019 , 43 ( 14 ): 53 - 64 .

WANG Beibei , LI Yachao , ZHAO Shengnan , et al . Key technologies on blockchain based distributed energy transaction [J]. Automation of Electric Power Systems , 2019 , 43 ( 14 ): 53 - 64 .

HASSELKNIPPE H . Systems for carbon trading: an overview [J]. Climate Policy , 2003 , 3 ( Supplement 2 ): 43 - 57 .

GAN L , ESKELAND G S , KOLSHUS H H . Green electricity market development: lessons from Europe and the US [J]. Energy Policy , 2007 , 35 ( 1 ): 144 - 155 .

BERTOLDI P , REZESSY S , LEES E , et al . Energy supplier obligations and white certificate schemes: comparative analysis of experiences in the European Union [J]. Energy Policy , 2010 , 38 ( 3 ): 1455 - 1469 .

SCHNEIDER L , KOLLMUSS A , LAZARUS M . Addressing the risk of double counting emission reductions under the UNFCCC [J]. Climatic Change , 2015 , 131 : 473 - 486 .

DA SILVA P , DANTAS G , PEREIA G I , et al . Photovoltaic distributed generation—an international review on diffusion, support policies, and electricity sector regulatory adaptation [J]. Renewable and Sustainable Energy Reviews , 2019 , 103 : 30 - 39 .

PANY , ZHANG X , WANG Y , et al . Application of blockchain in carbon trading [J]. Energy Procedia , 2019 , 158 : 4286 - 4291 .

MENGELKAMP E . A blockchain-based smart grid: towards sustainable local energy markets [J]. Computer Science , Research and Development , 2018 , 33 ( 1 ): 207 - 214 .

HASSAN F U , ALI A , LATIF S , et al . Blockchain and the future of the internet: a comprehensive review [EB/OL]. [ 2020-03-01 ]. https://arxiv.org/abs/1904.00733v1 https://arxiv.org/abs/1904.00733v1 .

安野 . 绿色金融持续发展 , 两个关键让投资机构敢于“吃螃蟹” [EB/OL].[ 2020-03-01 ]. http://huanbao.bjx.com.cn/news/20190104/954071-2.shtml http://huanbao.bjx.com.cn/news/20190104/954071-2.shtml .

AN Ye . The sustainable development of green finance has two key factors for investors to have the courage to try [EB/OL]. [ 2019-03-01 ]. http://huanbao.bjx.com.cn/news/20190104/954071-2.shtml http://huanbao.bjx.com.cn/news/20190104/954071-2.shtml .

林伯强，黄光晓 . 能源金融 [M]. 北京：清华大学出版社， 2014 .

LIN Boqiang , HUANG Guangxiao . Energy finance [M]. Beijing : Tsinghua University Press , 2014 .

VARMA J R . Blockchain in finance [J]. Vikalpa , 2019 , 44 ( 1 ): 1 - 11 .

BURER M J , DE LAPPARENT M , PALLOTTA V , et al . Use cases for blockchain in the energy industry opportunities of emerging business models and related risks [J]. Computers & Industrial Engineering , 2019 , 137 : 106002 .

YERMACK D . Blockchain technology’s potential in the financial system [EB/OL]. [ 2020-03-01 ]. https://www.frbatlanta.org/-/media/documents/news/conferences/2019/0519- financial-markets-conference/papers/yermack_policy-session-one_blockchain-technology-potential-in-the-financial-system.pdf https://www.frbatlanta.org/-/media/documents/news/conferences/2019/0519- financial-markets-conference/papers/yermack_policy-session-one_blockchain-technology-potential-in-the-financial-system.pdf .

MORKUNAS V J , PASCHEN J , BOON E , et al . How blockchain technologies impact your business model [J]. Business Horizons , 2019 , 62 ( 3 ): 295 - 306 .

MIN H . Blockchain technology for enhancing supply chain resilience [J]. Business Horizons , 2019 , 62 ( 1 ): 35 - 45 .

YERMACK D . Corporate governance and blockchains [J]. Review of Finance , 2017 , 21 ( 1 ): 7 - 31 .

KHAQQI K N , SIKORSKI J J , HADINOTO K , et al . Incorporating seller/buyer reputation-based system in blockchain-enabled emission trading application [J]. Applied Energy , 2018 , 209 : 8 - 19 .

KESHARWANI S , SARKAR M P , OBEROI S . Impact of blockchain technology and 5G/IoT on supply chain management and trade finance [J]. Cybernomics , 2019 , 1 ( 1 ): 18 - 20 .

SHORMAN S M , ALLAYMOUNQ M , HAMID O . Developing the E-commerce model a consumer to consumer using blockchain network technique [J]. International Journal of Managing Information Technology , 2019 , 11 ( 2 ): 55 - 64 .

AGGARWAL S , CHAUDHARY R , AUJLA G , et al . Blockchain for smart communities: applications, challenges and opportunities [J]. Journal of Network and Computer Applications , 2019 , 144 : 13 - 48 .

LI Y , YANG W , HE P , et al . Design and management of a distributed hybrid energy system through smart contract and blockchain [J]. Applied Energy , 2019 , 248 ： 390 - 405 .

陈立 , 王蓓蓓 , 黄俊辉 , 等 . 电网公司保底服务实施后的增量配电网投资策略分析 [J]. 电力系统自动化 , 2018 , 42 ( 20 ): 38 - 44 .

CHEN Li , WANG Beibei , HUANG Junhui , et al . Asset investment strategy adapting default service of incremental distribution network for grid companies [J]. Automation of Electric Power Systems , 2018 , 42 ( 20 ): 38 - 44 .

冯靖超 . 基于物联网的多功能固定资产管理节点标签及接入端设计与实现 [D]. 成都：电子科技大学 , 2015 .

FENG Jingchao . Design and implementation of multifunction fixed assets management tag and access terminal based on internet of things [D]. Chengdu : University of Electronic Science and Technology of China , 2015 .

HASANPOUR R , KALESAR B M , NOSHAHR J B , et al . Reconfiguration of smart distribution network considering variation of load and local renewable generation [C]// 2017 IEEE International Conference on Environment and Electrical Engineering and 2017 IEEE Industrial and Commercial Power Systems Europe , June 6 - 9 , 2017 , Milan, Italy.

LIU Y , GU X . Skeleton-network reconfiguration based on topological characteristics of scale-free networks and discrete particle swarm optimization [J]. IEEE Transactions on Power Systems , 2007 , 22 ( 3 ): 1267 - 1274 .

NASROLLAHI S , SARDARABADI A , KHOSHIAN Y , et al . Novel hybrid algorithm for reconfiguration problem of the distribution networks [C]// 22nd International Conference and Exhibition on Electricity Distribution, June 10-13 , 2013 , Stockholm , Sweden .

黄滇生 , 杨文波 , 张泽州 , 等 . 基于馈线拓扑自动识别的分布式FA控制方法 [J]. 电子技术与软件工程 , 2017 ( 2 ): 120 - 122 .

HUANG Diansheng , YANG Wenbo , ZHANG Zechuan , et al . Distributed FA control method based on automatic identification of feeder topology [J]. Electronic Technology & Software Engineering , 2017 ( 2 ): 120 - 122 .

黎值源 , 李卓 , 陈煌 . 城市配电网智能分布式馈线自动化系统研究 [J]. 通信电源技术 , 2018 , 35 ( 6 ): 64 - 65 .

LI Zhiyuan , LI Zhuo , CHEN Huang . Research on intelligent distributed feeder automation system for urban distribution network [J]. Telecom Power Technologies , 2018 , 35 ( 6 ): 64 - 65 .

张孝顺 . 电力系统的迁移强化学习优化算法研究 [D]. 广州：华南理工大学 , 2017 .

ZHANG Xiaoshun . Transfer reinforcement learning for power system optimization [D]. Guangzhou : South China University of Technology , 2017 .

ZHANG X , BO Y , QU K , et al . Equilibrium-inspired multiagent optimizer with extreme transfer learning for decentralized optimal carbon-energy combined-flow of large-scale power systems [J]. Applied Energy , 2017 , 189 : 157 - 176 .

郁春江 , 陶文寅 , 李运生 . 基于物联网的电能质量治理系统的研究与实现 [J]. 仪表技术与传感器 , 2019 ( 2 ): 122 - 126 .

YU Chunjiang , TAO Wenyin , LI Yunsheng . Research and implementation of power quality management system based on Internet of Things [J]. Instrument Technique and Sensor , 2019 ( 2 ): 122 - 126 .

刘颖英 , 王同勋 , 冯丹丹 , 等 . 基于多重判据的电压暂降故障源定位方法 [J]. 中国电机工程学报 , 2015 , 35 ( 1 ): 103 - 111 .

LIU Yingying , WANG Tongxun , FENG Dandan , et al . Multiple criterions based voltage sag location method [J]. Proceedings of the CSEE , 2015 , 35 ( 1 ): 103 - 111 .

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