

浏览全部资源
扫码关注微信
1.哈尔滨工程大学智能科学与工程学院,黑龙江省哈尔滨市 150001
2.哈尔滨工程大学烟台研究院,山东省烟台市 264006
3.哈尔滨工业大学电气工程及自动化学院,黑龙江省哈尔滨市 150001
Received:21 October 2021,
Revised:2022-02-22,
Published Online:23 June 2022,
Published:10 October 2022
移动端阅览
刘瑜超,刘胜,王景芳等.基于分布式Raft算法的直流微电网功率协调控制[J].电力系统自动化,2022,46(19):70-77.
LIU Yuchao,LIU Sheng,WANG Jinfang,et al.Coordinated Power Control for DC Microgrid Based on Distributed Raft Algorithm[J].Automation of Electric Power Systems,2022,46(19):70-77.
刘瑜超,刘胜,王景芳等.基于分布式Raft算法的直流微电网功率协调控制[J].电力系统自动化,2022,46(19):70-77. DOI: 10.7500/AEPS20211021002.
LIU Yuchao,LIU Sheng,WANG Jinfang,et al.Coordinated Power Control for DC Microgrid Based on Distributed Raft Algorithm[J].Automation of Electric Power Systems,2022,46(19):70-77. DOI: 10.7500/AEPS20211021002.
随着分布式能源并网的推广和应用,直流微电网作为其载体在可控性和电能质量等方面具有众多优点。首先,文中针对含有多节点分布式能源直流微电网中可靠通信控制和功率协调控制问题,考虑光伏和发电机输出的不确定性,定义功率评价系数,提高功率协调控制合理性,减少多节点通信负担。其次,采用深度学习中的长短期记忆网络对光伏输出进行预测。基于分布式一致Raft算法参与微电网二次控制,实现直流微电网的功率协调控制和经济优化。最后,基于PSCAD/EMTDC建立四端直流微电网仿真模型进行验证。仿真结果表明,所提控制方法能够有效改善微电网稳定性,协调微电网功率控制。
With the promotion and application of grid-connection of distributed energy
the DC microgrid as a carrier has many advantages in terms of controllability and power quality. Firstly
this paper aims at the problem of reliable communication control and power coordinated control in DC microgrid with multi-bus distributed energy. The uncertainty of photovoltaic and generator output is considered. The coefficient of power evaluation is defined. The rationalization of power coordination control is improved and the burden of multi-bus communication is reduced. Secondly
the long short-term memory network in deep learning is used to predict the photovoltaic output. Based on the distributed Raft algorithm to participate in the secondary control of the microgrid
the power coordinated control and economic optimization of the DC microgrid are realized. Finally
a simulation model of four-terminal DC microgrid based on PSCAD/EMTDC is established for validation. The simulation results show that the proposed control method can effectively improve microgrid stability and coordinate microgrid power control.
时帅 , 安鹏 , 符杨 , 等 . 含风电场的多端柔性直流输电系统小信号建模方法 [J]. 电力系统自动化 , 2020 , 44 ( 10 ): 92 - 102 .
SHI Shuai , AN Peng , FU Yang , et al . Small signal modeling method for multi-terminal flexible DC transmission system with wind farms [J]. Automation of Electric Power Systems , 2020 , 44 ( 10 ): 92 - 102 .
王洪坤 , 王守相 , 潘志新 , 等 . 含高渗透分布式电源配电网灵活性提升优化调度方法 [J]. 电力系统自动化 , 2018 , 42 ( 15 ): 86 - 93 .
WANG Hongkun , WANG Shouxiang , PAN Zhixin , et al . Optimized dispatching method for flexibility improvement of distribution network with high-penetration distributed generation [J]. Automation of Electric Power Systems , 2018 , 42 ( 15 ): 86 - 93 .
杨炜晨 , 苗世洪 , 张世旭 , 等 . 交直流混合微电网群分布式自治经济控制策略 [J]. 中国电机工程学报 , 2021 , 41 ( 3 ): 857 - 868 .
YANG Weichen , MIAO Shihong , ZHANG Shixu , et al . Distributed autonomous economic control strategy for AC/DC hybrid microgrid cluster [J]. Proceedings of the CSEE , 2021 , 41 ( 3 ): 857 - 868 .
李忠文 , 程志平 , 张书源 , 等 . 考虑经济调度及电压恢复的直流微电网分布式二次控制 [J]. 电工技术学报 , 2021 , 36 ( 21 ): 4482 - 4492 .
LI Zhongwen , CHENG Zhiping , ZHANG Shuyuan , et al . Distributed secondary control for economic dispatch and voltage restoration of DC microgrid [J]. Transactions of China Electrotechnical Society , 2021 , 36 ( 21 ): 4482 - 4492 .
ZHANG G Y , MCCALLEY J , WANG Q . An AGC dynamics-constrained economic dispatch model [J]. IEEE Transactions on Power Systems , 2019 , 34 ( 5 ): 3931 - 3940 .
BURGOS-MELLADO C , LLANOS J J , CÁRDENAS R , et al . Distributed control strategy based on a consensus algorithm and on the conservative power theory for imbalance and harmonic sharing in 4-wire microgrids [J]. IEEE Transactions on Smart Grid , 2020 , 11 ( 2 ): 1604 - 1619 .
ZEVENBERGEN C , GRAMMATICO S . On distributed consensus algorithms and their application to power sharing in DC microgrids [C]// 2020 24th International Conference on System Theory, Control and Computing (ICSTCC) , October 8-10 , 2020 , Sinaia, Romania : 788 - 793 .
WANG Y , DENG C , LIU D , et al . Unified real power sharing of generator and storage in islanded microgrid via distributed dynamic event-triggered control [J]. IEEE Transactions on Power Systems , 2021 , 36 ( 3 ): 1713 - 1724 .
HU J , DUAN J , MA H , et al . Distributed adaptive droop control for optimal power dispatch in DC microgrid [J]. IEEE Transactions on Industrial Electronics , 2018 , 65 ( 1 ): 778 - 789 .
XUE N , CHAKRABORTTY A . Control inversion: a clustering-based method for distributed wide-area control of power systems [J]. IEEE Transactions on Control of Network Systems , 2019 , 6 ( 3 ): 937 - 949 .
杨留锋 . 光伏发电预测中人工智能算法的应用研究综述 [J]. 太阳能 , 2020 ( 8 ): 30 - 35 .
YANG Liufeng . Review of researches summary of artificial intelligence algorithms used in PV power generation prediction [J]. Solar Energy , 2020 ( 8 ): 30 - 35 .
ZHAO D D , ZHANG C H , SUN Y , et al . Distributed robust frequency restoration and active power sharing for autonomous microgrids with event-triggered strategy [J]. IEEE Transactions on Smart Grid , 2021 , 12 ( 5 ): 3819 - 3834 .
ESKANDARI A , MILIMONFARED J , AGHAEI M . Optimization of SVM classifier using grid search method for line-line fault detection of photovoltaic systems [C]// 2020 47th IEEE Photovoltaic Specialists Conference , June 15-August 21 , 2020 , Calgary, Canada : 1134 - 1137 .
王永真 , 张宁 , 关永刚 , 等 . 当前能源互联网与智能电网研究选题的继承与拓展 [J]. 电力系统自动化 , 2020 , 44 ( 4 ): 1 - 7 .
WANG Yongzhen , ZHANG Ning , GUAN Yonggang , et al . Inheritance and expansion analysis of research topics between Energy Internet and smart grid [J]. Automation of Electric Power Systems , 2020 , 44 ( 4 ): 1 - 7 .
郭树林 , 王稹筠 , 李都红 , 等 . 一种基于权重系数反馈校正的机场配电网运行安全评价方法 [J]. 电气技术 , 2021 ( 3 ): 32 - 37 .
GUO Shulin , WANG Zhenyun , LI Duhong , et al . An operation security evaluation method of airport distribution network based on weight coefficient feedback correction [J]. Electrical Engineering , 2021 ( 3 ): 32 - 37 .
GAO M M , LI J J , HONG F , et al . Day-ahead power forecasting in a large-scale photovoltaic plant based on weather classification using LSTM [J]. Energy , 2019 , 187 : 115838 .
LI Z , ZHANG T Q , WANG Y R , et al . Fault self-recovering control strategy of bipolar VSC-MTDC for large-scale renewable energy integration [J/OL]. IEEE Transactions on Power Systems [ 2021-10-21 ]. https://doi.org/10.1109/TPWRS.2021.3127192 https://doi.org/10.1109/TPWRS.2021.3127192 .
陆继翔 , 张琪培 , 杨志宏 , 等 . 基于CNN-LSTM混合神经网络模型的短期负荷预测方法 [J]. 电力系统自动化 , 2019 , 43 ( 8 ): 131 - 137 .
LU Jixiang , ZHANG Qipei , YANG Zhihong , et al . Short-term load forecasting method based on CNN-LSTM hybrid neural network model [J]. Automation of Electric Power Systems , 2019 , 43 ( 8 ): 131 - 137 .
MOCANU A , BĂDICĂ C . Paxos-based weighted argumentation framework approach to distributed consensus [C]// 2016 International Symposium on Innovations in Intelligent Systems and Applications (INISTA) , August 2-5 , 2016 , Sinaia, Romania .
郭佳 . 并网型光伏电站发电功率与其主气象影响因子相关性分析 [D]. 北京 : 华北电力大学 , 2013 .
GUO Jia . Correlation analysis between generation power and main meteorological factors of grid-connected PV power station [D]. Beijing : North China Electric Power University , 2013 .
0
Views
0
下载量
2
CSCD
Publicity Resources
Related Articles
Related Author
Related Institution
京公网安备11010802024621