考虑调度员思维过程的智能电网态势感知构架

You-bo LIU; Jun-yong LIU; Gareth TAYLOR; Ting-jian LIU; Jing GOU; Xi ZHANG

doi:10.1631/FITEE.1601516

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考虑调度员思维过程的智能电网态势感知构架

常规文章 | Updated：2022-05-19

- 考虑调度员思维过程的智能电网态势感知构架
- Situational awareness architecture for smart grids developed in accordance with dispatcher’s thought process: a review
- 信息与电子工程前沿（英文） 2016年17卷第11期页码：1107-1121
- Affiliations：
  
  1School of Electrical Engineering and Information, Sichuan University, Chengdu 610065, China
  2Electronic and Computer Engineering, Brunel University, London UB8 3PH, UK
  3State Grid Sichuan Power Economic Research Institute, Chengdu 610014, China
- Author bio：
  
  [ "Dr. You-bo LIU, corresponding author of this invited review article, received his B.S. and M.S. degrees in electrical engineering from Sichuan University in 2005 and 2008, respectively. He was a visiting researcher of Power System Research Institute of Brunel University, UK, from Oct. 2009 to Oct. 2010, and received Ph.D. degree in power system and automation from School of Electrical Engineering and Information, Sichuan University, 2011. He joined the School of Electrical Engineering and Information, Sichuan University, China in 2011. Currently, he is a lecturer in the same college. He is also affiliated with the Intelligent Electric Power Grid Key Laboratory of Sichuan Province at Sichuan University. His research interests focus on power system security assessment and situation awareness, power system vulnerability, and cascading failures analytics. He is a member of IEEE" ]
- Funds：
  
  Project supported by the National Natural Science Foundation of China (No. 51437003)
- DOI：10.1631/FITEE.1601516
  中图分类号： TM727
- 收稿：2015-08-31，
  
  录用：2016-9-19，
  
  纸质出版：2016-11
- Accepted：
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考虑调度员思维过程的智能电网态势感知构架[J]. 信息与电子工程前沿（英文）, 2016,17(11):1107-1121.

You-bo LIU, Jun-yong LIU, Gareth TAYLOR, et al. Situational awareness architecture for smart grids developed in accordance with dispatcher’s thought process: a review[J]. Frontiers of Information Technology & Electronic Engineering, 2016, 17(11): 1107-1121.
考虑调度员思维过程的智能电网态势感知构架[J]. 信息与电子工程前沿（英文）, 2016,17(11):1107-1121. DOI： 10.1631/FITEE.1601516.

You-bo LIU, Jun-yong LIU, Gareth TAYLOR, et al. Situational awareness architecture for smart grids developed in accordance with dispatcher’s thought process: a review[J]. Frontiers of Information Technology & Electronic Engineering, 2016, 17(11): 1107-1121. DOI： 10.1631/FITEE.1601516.

摘要

现阶段，智能电网运行环境比以往更加复杂。新能源渗透、市场化、网络安全以及自然灾害等大量因素，给电网控制中心带来诸多挑战甚至威胁。电网调度员需要新的技术支持，以快速、准确地感知电网运行态势，并采取相应措施。为解决此难题，我们首次引入并介绍了调度环节中新兴态势感知技术的背景和需求。为使读者更好地理解这个领域的最新研究进展，本文综述了态势感知的一般概念和相关技术要求。为更好地指导调度员在实时电网运行中准确、迅速地采取措施，本文讨论了在态势感知架构设计中融合调度员思维的重要性。最后，本文分析了态势感知构架的研究前景，希冀以先进、可视化的方式构造态势感知模型。

Abstract

The operational environment of today’s smart grids is becoming more complicated than ever before. A number of factors

including renewable penetration

marketization

cyber security

and hazards of nature

bring challenges and even threats to control centers. New techniques are anticipated to help dispatchers become aware of the accurate situations as they manipulate and navigate the situations as quickly as possible. To address the issues

we first introduce the background for this topic as well as the emerging technical demands of situational awareness in the dispatcher’s environment. The general concepts and technical requirements of situational awareness are then summarized

aimed at offering an overview for readers to understand the state-of-the-art progress in this area. In addition

we discuss the importance of integrating the architecture of support tools in accordance with the dispatcher’s thought process

which in fact guides correct and swift reactions in real-time operations. Finally

the prospects for situational awareness architecture are investigated with the goal of presenting situational awareness modules in an advanced and visualized manner.

关键词

Keywords

references

M Albano , , , LL Ferreira , , , LM Pinho . . Convergence of smart grid ICT architectures for the last mile . . IEEE Trans. Ind. Inform. , , 2015 . . 11 ( ( 1 ): ): 187 - - 197 . . DOI: 10.1109/TII.2014.2379436 http://doi.org/10.1109/TII.2014.2379436 . .

S Bera , , , S Misra , , , JJPC Rodrigues . . Cloud computing applications for smart grid: a survey . . IEEE Trans. Parall. Distr. Syst. , , 2015 . . 26 ( ( 5 ): ): 1477 - - 1494 . . DOI: 10.1109/TPDS.2014.2321378 http://doi.org/10.1109/TPDS.2014.2321378 . .

J Britton , , , P Brown , , , J Moseley , , , 等 . . Optimizing operations with CIM: today's grid relies on network analysis (and a lot of data) . . IEEE Power Energy Mag. , , 2016 . . 14 ( ( 1 ): ): 48 - - 57 . . DOI: 10.1109/MPE.2015.2481783 http://doi.org/10.1109/MPE.2015.2481783 . .

QQ Chen , , , XG Yin , , , DH You . . Review on blackout process in China southern area main power grid in 2008 snow disaster . . 2009 . . IEEE Power & Energy Society General Meeting . . 1 - - 8 . . DOI: 10.1145/253495.253515 http://doi.org/10.1145/253495.253515 DOI: 10.1109/PES.2009.5275700 http://doi.org/10.1109/PES.2009.5275700 . .

Y Chompoobutrgool , , , L Vanfretti . . Identification of power system dominant inter-area oscillation paths . . IEEE Trans. Power Syst. , , 2013 . . 28 ( ( 3 ): ): 2798 - - 2807 . . DOI: 10.1109/TPWRS.2012.2227840 http://doi.org/10.1109/TPWRS.2012.2227840 . .

N Dahal , , , O Abuomar , , , R King , , , 等 . . Event stream processing for improved situational awareness in the smart grid . . Expert Syst. Appl. , , 2015 . . 42 ( ( 20 ): ): 6853 - - 6863 . . DOI: 10.1016/j.eswa.2015.05.003 http://doi.org/10.1016/j.eswa.2015.05.003 . .

AS Deese , , , CO Nwankpa . . Development of custom FPAA hardware for faster-than real-time analysis of power system dynamics . . 2014 . . IEEE PES General Meeting | Confe. & Exposition . . 1 - - 5 . . DOI: 10.1109/PESGM.2014.6939094 http://doi.org/10.1109/PESGM.2014.6939094 . .

J de la Ree , , , YL Liu , , , L Mili , , , 等 . . Catastrophic failures in power systems: causes, analyses, and countermeasures . . Proc. IEEE , , 2005 . . 93 ( ( 5 ): ): 956 - - 964 . . DOI: 10.1109/JPROC.2005.847246 http://doi.org/10.1109/JPROC.2005.847246 . .

S Dutta , , , TJ Overbye . . Feature extraction and visualization of power system transient stability results . . IEEE Trans. Power Syst. , , 2014 . . 29 ( ( 2 ): ): 966 - - 973 . . DOI: 10.1109/TPWRS.2013.2283276 http://doi.org/10.1109/TPWRS.2013.2283276 . .

MR Endsley . . Towards a theory of situation awareness in dynamic systems . . Human Factors , , 1995 . . 37 ( ( 1 ): ): 32 - - 64 . . DOI: 10.1518/001872095779049543 http://doi.org/10.1518/001872095779049543 . .

VA Evangelopoulos , , , PS Georgilakis . . Optimal distributed generation placement under uncertainties based on point estimate method embedded genetic algorithm . . IET. Gener. Transm. Distr. , , 2014 . . 8 ( ( 3 ): ): 389 - - 400 . . DOI: 10.1049/iet-gtd.2013.0442 http://doi.org/10.1049/iet-gtd.2013.0442 . .

J Giri . . Proactive management of the future grid . . IEEE Power Energy Technol. Syst. J. , , 2015 . . 2 ( ( 2 ): ): 43 - - 52 . . DOI: 10.1109/JPETS.2015.2408212 http://doi.org/10.1109/JPETS.2015.2408212 . .

J Giri , , , M Parashar , , , J Trehern , , , 等 . . The situation room: control center analytics for enhanced situational awareness . . IEEE Power Energy Mag. , , 2012 . . 10 ( ( 5 ): ): 24 - - 39 . . DOI: 10.1109/MPE.2012.2205316 http://doi.org/10.1109/MPE.2012.2205316 . .

VC Gungor , , , D Sahin , , , T Kocak , , , 等 . . A survey on smart grid potential applications and communication requirements . . IEEE Trans. Ind. Inform. , , 2013 . . 9 ( ( 1 ): ): 28 - - 42 . . DOI: 10.1109/TII.2012.2218253 http://doi.org/10.1109/TII.2012.2218253 . .

JH Guo , , , Y Zhang , , , MA Young , , , 等 . . Design and implementation of a real-time off-grid operation detection tool from a wide-area measurements perspective . . IEEE Trans. Power Syst. , , 2015 . . 6 ( ( 4 ): ): 2080 - - 2087 . . DOI: 10.1109/TSG.2014.2350913 http://doi.org/10.1109/TSG.2014.2350913 . .

VJ Gutierrez-Martinez , , , CA Canizares , , , CR Fuerte-Esquivel , , , 等 . . Neural-network security-boundary constrained optimal power flow . . IEEE Trans Power Syst. , , 2011 . . 26 ( ( 1 ): ): 63 - - 72 . . DOI: 10.1109/TPWRS.2010.2050344 http://doi.org/10.1109/TPWRS.2010.2050344 . .

Y Hauss , , , K Eyferth . . Securing future ATM-concepts' safety by measuring situation awareness in ATC . . Aerosp. Sci. Technol. , , 2003 . . 7 ( ( 6 ): ): 417 - - 427 . . DOI: 10.1016/S1270-9638(02)00011-1 http://doi.org/10.1016/S1270-9638(02)00011-1 . .

J Holsopple , , , M Sudit , , , M Nusinov , , , 等 . . Enhancing situation awareness via automated situation assessment . . IEEE Commun. Mag. , , 2010 . . 48 ( ( 3 ): ): 146 - - 152 . . DOI: 10.1109/MCOM.2010.5434386 http://doi.org/10.1109/MCOM.2010.5434386 . .

YH Huang , , , XX Zhou . . Knowledge model for electric power big data based ontology and semantic web . . CSEE J. Power Energy Syst. , , 2015 . . 1 ( ( 1 ): ): 19 - - 27 . . DOI: 10.17775/CSEEJPES.2015.00003 http://doi.org/10.17775/CSEEJPES.2015.00003 . .

A Kaci , , , I Kamwa , , , LA Dessaint , , , 等 . . Synchrophasor data baselining and mining for online monitoring of dynamic security limits . . IEEE Trans. Power Syst. , , 2014 . . 29 ( ( 6 ): ): 2681 - - 2695 . . DOI: 10.1109/TPWRS.2014.2312418 http://doi.org/10.1109/TPWRS.2014.2312418 . .

S Kalyani , , , KS Swarup . . Pattern analysis and classification for security evaluation in power networks . . Int. J. Electr. Power Energy Syst. , , 2013 . . 44 ( ( 1 ): ): 547 - - 560 . . DOI: 10.1016/j.ijepes.2012.07.065 http://doi.org/10.1016/j.ijepes.2012.07.065 . .

M Kezunovic . . Translational knowledge: from collecting data to making decisions in a smart grid . . Proc. IEEE , , 2011 . . 99 ( ( 6 ): ): 977 - - 997 . . DOI: 10.1109/JPROC.2011.2112631 http://doi.org/10.1109/JPROC.2011.2112631 . .

M Kezunovic , , , A Bose . . The future EMS design requirements. 46th Hawaii Int . . Conf. on System Sciences , , 2013 . . 2354 - - 2363 . . DOI: 10.1109/HICSS.2013.520 http://doi.org/10.1109/HICSS.2013.520 . .

MM Kokar , , , MR Endsley . . Situation awareness and cognitive modeling . . IEEE Intell. Syst. , , 2012 . . 27 ( ( 3 ): ): 91 - - 96 . . DOI: 10.1109/MIS.2012.61 http://doi.org/10.1109/MIS.2012.61 . .

XB Kong , , , XJ Liu , , , KY Lee . . Data-driven modelling of a doubly fed induction generator wind turbine system based on neural networks . . IET Renew. Power Gener. , , 2014 . . 8 ( ( 8 ): ): 849 - - 857 . . DOI: 10.1049/iet-rpg.2013.0391 http://doi.org/10.1049/iet-rpg.2013.0391 . .

P Kundur , , , J Paserba , , , V Ajjarapu , , , 等 . . Definition and classification of power system stability IEEE/CIGRE joint task force on stability terms and definitions . . IEEE Trans. Power Syst. , , 2004 . . 19 ( ( 3 ): ): 1387 - - 1401 . . DOI: 10.1109/TPWRS.2004.825981 http://doi.org/10.1109/TPWRS.2004.825981 . .

Y Liu , , , Y Liu , , , J Liu , , , 等 . . High-performance predictor for critical unstable generators based on scalable parallelized neural networks . . J. Modern Power Syst. Clean Energy , , 2016 . . 4 ( ( 3 ): ): 414 - - 426 . . DOI: 10.1007/s40565-016-0209-4 http://doi.org/10.1007/s40565-016-0209-4 . .

N Lu , , , PW Du , , , FL Greitzer , , , 等 . . A multi-layer, data-driven advanced reasoning tool for intelligent data mining and analysis for smart grids . . IEEE Power and Energy Society General Meeting , , 2012 . . 1 - - 7 . . DOI: 10.1109/PESGM.2012.6345180 http://doi.org/10.1109/PESGM.2012.6345180 . .

YV Makarov , , , VI Reshetov , , , VA Stroev . . Blackouts in North America and Europe: analysis and generalization . . 2005 . . IEEE Power Tech . . 1 - - 7 . . DOI: 10.1109/PTC.2005.4524782 http://doi.org/10.1109/PTC.2005.4524782 . .

YV Makarov , , , PW Du , , , S Lu , , , 等 . . PMU-based wide-area security assessment: concept, method, and implementation . . IEEE Trans. Smart Grid , , 2012 . . 3 ( ( 3 ): ): 1325 - - 1332 . . DOI: 10.1109/TSG.2012.2193145 http://doi.org/10.1109/TSG.2012.2193145 . .

M Matar , , , R Iravani . . The reconfigurable-hardware real-time and faster-than-real-time simulator for the analysis of electromagnetic transients in power systems . . IEEE Trans. Power Del. , , 2013 . . 28 ( ( 2 ): ): 619 - - 627 . . DOI: 10.1109/TPWRD.2012.2229723 http://doi.org/10.1109/TPWRD.2012.2229723 . .

JD McDonald , , , S Rajagopalan , , , JR Waizenegger , , , 等 . . Realizing the power of data marts . . IEEE Power Energy Mag. , , 2007 . . 5 ( ( 3 ): ): 57 - - 66 . . DOI: 10.1109/MPAE.2007.365821 http://doi.org/10.1109/MPAE.2007.365821 . .

N Moray , , , DA Vincenzi , , , M Mouloua . . Human Performance, Situation Awareness and Automation: Current Research and Trends . . 2004 . . LEA, Mahwah . . . .

K Morison , , , L Wang , , , P Kundur . . Power system security assessment . . IEEE Power Energy Mag. , , 2004 . . 2 ( ( 5 ): ): 30 - - 39 . . DOI: 10.1109/MPAE.2004.1338120 http://doi.org/10.1109/MPAE.2004.1338120 . .

LS Moulin , , , APA da Silva , , , MA El-Sharkawi , , , 等 . . Support vector machines for transient stability analysis of large-scale power systems . . IEEE Trans. Power Syst. , , 2004 . . 19 ( ( 2 ): ): 818 - - 825 . . DOI: 10.1109/TPWRS.2004.826018 http://doi.org/10.1109/TPWRS.2004.826018 . .

B Olek , , , M Wierzbowski . . Local energy balancing and ancillary services in low-voltage networks with distributed generation, energy storage, and active loads . . IEEE Trans. Ind. Electron. , , 2015 . . 62 ( ( 4 ): ): 2499 - - 2508 . . DOI: 10.1109/TIE.2014.2377134 http://doi.org/10.1109/TIE.2014.2377134 . .

MA Ortega-Vazquez , , , F Bouffard , , , V Silva . . Electric vehicle aggregator/system operator coordination for charging scheduling and services procurement . . IEEE Trans. Power Syst. , , 2013 . . 28 ( ( 2 ): ): 1806 - - 1815 . . DOI: 10.1109/TPWRS.2012.2221750 http://doi.org/10.1109/TPWRS.2012.2221750 . .

M Panteli , , , DS Kirschen . . Situation awareness in power systems: theory, challenges and applications . . Electr. Power Syst. Res. , , 2015 . . 122 140 - - 151 . . DOI: 10.1016/j.epsr.2015.01.008 http://doi.org/10.1016/j.epsr.2015.01.008 . .

M Panteli , , , PA Crossley , , , DS Kirschen , , , 等 . . Assessing the impact of insufficient situation awareness on power system operation . . IEEE Trans. Power Syst. , , 2013 . . 28 ( ( 3 ): ): 2967 - - 2977 . . DOI: 10.1109/TPWRS.2013.2240705 http://doi.org/10.1109/TPWRS.2013.2240705 . .

SAN Sarmadi , , , AS Dobakhshari , , , S Azizi , , , 等 . . A sectionalizing method in power system restoration based on WAMS . . IEEE Trans. Smart Grid , , 2011 . . 2 ( ( 1 ): ): 190 - - 197 . . DOI: 10.1109/TSG.2011.2105510 http://doi.org/10.1109/TSG.2011.2105510 . .

C Schneiders , , , J Vanzetta , , , JF Verstege . . Enhancement of situation awareness in wide area transmission systems for electricity and visualization of the global system state . . 2012 . . Proc. 3rd IEEE PES Int. Conf. and Exhibition on Innovative Smart Grid Technologies . . 1 - - 9 . . DOI: 10.1109/ISGTEurope.2012.6465665 http://doi.org/10.1109/ISGTEurope.2012.6465665 . .

M Shafie-khah , , , JPS Catalão . . A stochastic multi-layer agent-based model to study electricity market participants behavior . . IEEE Trans. Power Syst. , , 2015 . . 30 ( ( 2 ): ): 867 - - 881 . . DOI: 10.1109/TPWRS.2014.2335992 http://doi.org/10.1109/TPWRS.2014.2335992 . .

AZM Shahriar Muttalib , , , G Taylor , , , M Bradley . . Investigating scalable computational tools and infrastructure to enable interoperable and secure control of large-scale power systems . . 2013 . . 48th Int. Universities' Power Engineering Conf. . . 1 - - 6 . . DOI: 10.1109/UPEC.2013.6715043 http://doi.org/10.1109/UPEC.2013.6715043 . .

R Shetty , , , JY Fan , , , JD McDonald . . Improving utility operational excellence through non-operational data management . . 2012 . . IEEE PES Innovative Smart Grid Technologies . . 1 - - 6 . . DOI: 10.1109/ISGT.2012.6175623 http://doi.org/10.1109/ISGT.2012.6175623 . .

XY Shi , , , Y Li , , , YJ Cao , , , 等 . . Cyber-physical electrical energy systems: challenges and issues . . CSEE J. Power Energy Syst. , , 2015 . . 1 ( ( 2 ): ): 36 - - 42 . . DOI: 10.17775/CSEEJPES.2015.00017 http://doi.org/10.17775/CSEEJPES.2015.00017 . .

R Sodhi , , , MI Sharieff . . Phasor measurement unit placement framework for enhanced wide-area situational awareness . . IET Gener. Transm. Distr. , , 2015 . . 9 ( ( 2 ): ): 172 - - 182 . . DOI: 10.1049/iet-gtd.2014.0215 http://doi.org/10.1049/iet-gtd.2014.0215 . .

MJ Sule , , , MZ Li , , , GA Taylor . . Deploying trusted cloud computing for data intensive power system applications . . 2015 . . 50th Int. Universities Power Engineering Conf. . . 1 - - 5 . . DOI: 10.1109/UPEC.2015.7339864 http://doi.org/10.1109/UPEC.2015.7339864 . .

JM Tesseron . . Mission: reliability . . IEEE Power Energy Mag. , , 2008 . . 6 ( ( 1 ): ): 42 - - 48 . . DOI: 10.1109/MPAE.2008.4412939 http://doi.org/10.1109/MPAE.2008.4412939 . .

F Tian , , , X Zhang , , , ZH Yu , , , 等 . . Online decision-making and control of power system stability based on super-real-time simulation . . CSEE J. Power Energy Syst. , , 2016 . . 2 ( ( 1 ): ): 95 - - 103 . . DOI: 10.17775/CSEEJPES.2016.00014 http://doi.org/10.17775/CSEEJPES.2016.00014 . .

BC Ummels , , , M Gibescu , , , E Pelgrum , , , 等 . . Impacts of wind power on thermal generation unit commitment and dispatch . . IEEE Trans. Energy Conv. , , 2007 . . 22 ( ( 1 ): ): 44 - - 51 . . DOI: 10.1109/TEC.2006.889616 http://doi.org/10.1109/TEC.2006.889616 . .

C Vellaithurai , , , A Srivastava , , , S Zonouz , , , 等 . . CPIndex: cyber-physical vulnerability assessment for power-grid infrastructures . . IEEE Trans. Smart Grid , , 2015 . . 6 ( ( 2 ): ): 566 - - 575 . . DOI: 10.1109/TSG.2014.2372315 http://doi.org/10.1109/TSG.2014.2372315 . .

K Verma , , , KR Niazi . . Supervised learning approach to online contingency screening and ranking in power systems . . Int. J. Electr. Power Energy Syst. , , 2012 . . 38 ( ( 1 ): ): 97 - - 104 . . DOI: 10.1016/j.ijepes.2011.12.025 http://doi.org/10.1016/j.ijepes.2011.12.025 . .

M Vidulich , , , C Dominguez , , , E Vogel , , , 等 . . Situation Awareness: Papers and Annotated Bibliography . . Report No. AL/CF-TR-1994-0085. Armstrong Laboratory, Human System Center, CA. , , 1994 . . .

C Wan , , , J Zhao , , , YH Song , , , 等 . . Photovoltaic and solar power forecasting for smart grid energy management . . CSEE J. Power Energy Syst. , , 2015 . . 1 ( ( 4 ): ): 38 - - 46 . . DOI: 10.17775/CSEEJPES.2015.00046 http://doi.org/10.17775/CSEEJPES.2015.00046 . .

WY Wang , , , M Barnes , , , O Marjanovic , , , 等 . . Impact of DC breaker systems on multiterminal VSC-HVDC stability . . IEEE Trans Power Del. , , 2016 . . 31 ( ( 2 ): ): 769 - - 779 . . DOI: 10.1109/TPWRD.2015.2409132 http://doi.org/10.1109/TPWRD.2015.2409132 . .

YX Wang , , , Y Wang . . Cognitive informatics models of the brain . . IEEE Trans. Syst. Man Cybern. Part C , , 2006 . . 36 ( ( 2 ): ): 203 - - 207 . . DOI: 10.1109/TSMCC.2006.871151 http://doi.org/10.1109/TSMCC.2006.871151 . .

J Yin , , , A Lampert , , , M Cameron , , , 等 . . Using social media to enhance emergency situation awareness . . IEEE Intell. Syst. , , 2012 . . 27 ( ( 6 ): ): 52 - - 59 . . DOI: 10.1109/MIS.2012.6 http://doi.org/10.1109/MIS.2012.6 . .

XY Zhao , , , HF Zhou , , , D Shi , , , 等 . . On-line PMU-based transmission line parameter identification . . CSEE J. Power Energy Syst. , , 2015 . . 1 ( ( 2 ): ): 68 - - 74 . . DOI: 10.17775/CSEEJPES.2015.00021 http://doi.org/10.17775/CSEEJPES.2015.00021 . .

XS Zheng , , , GW McConkie , , , Y Tayi . . Dynamic monitoring of traffic flow: the driver's situation awareness , , 2004 . . : Proc. 5th Human Performance : Situation Awareness and Automation Conf , , . .

J Zhu , , , E Zhuang , , , C Ivanov , , , 等 . . A Data-driven approach to interactive visualization of power systems . . IEEE Trans. Power Syst. , , 2011 . . 26 ( ( 4 ): ): 2539 - - 2546 . . DOI: 10.1109/TPWRS.2011.2119499 http://doi.org/10.1109/TPWRS.2011.2119499 . .

Alliance ZigBee . . Smart Energy Profile 2.0 (ZigBee SEP 2.0) . . 2013 . . Application Protocol Standard . . . .

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