A Novel Data-Driven Online Model Estimation Method for Renewable Energy Integrated Power Systems With Random Time Delay

被引：3
|
作者：
Cui, Zhenjie [1 ]
Hu, Weihao [1 ]
Zhang, Guozhou [1 ]
Huang, Qi [2 ]
Chen, Zhe [3 ]
Blaabjerg, Frede [3 ]
机构：
[1] Univ Elect Sci & Technol China, Sch Mech & Elect Engn, Chengdu 610056, Peoples R China
[2] Southwest Univ Sci & Technol, Sch Informat Engn, Mianyang 621010, Peoples R China
[3] Aalborg Univ, Dept Energy Technol, Aalborg, Denmark
来源：
IEEE TRANSACTIONS ON POWER SYSTEMS | 2023年 / 38卷 / 06期
基金：
中国国家自然科学基金;
关键词：
Wide-area measurement system; time delayed system; model estimation; renewable energy; stochastic method; phasor measurement units;
D O I：
10.1109/TPWRS.2023.3315538
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
This letter presents a novel data-driven model estimation method for renewable energy source (RES) integrated system with random time delay. The proposed method exploits the theoretical properties of stochastic systems to achieve real-time estimation of the state matrix and the input matrix of a closed-loop system, and does not require any system model information. Experimental results demonstrate that compared with other phasor measurement units (PMU)-based estimation methods, the proposed method is more suitable for estimating random time delayed system and has better estimation performance.
引用
收藏
页码：5930 / 5933
页数：4
相关论文
共 50 条
  • [21] Historical Data-Driven State Estimation for Electric Power Systems
    Weng, Yang
    Negi, Rohit
    Ilic, Marija D.
    2013 IEEE INTERNATIONAL CONFERENCE ON SMART GRID COMMUNICATIONS (SMARTGRIDCOMM), 2013, : 97 - 102
  • [22] Failure probability estimation of the gas supply using a data-driven model in an integrated energy system
    Fu, Xueqian
    Li, Gengyin
    Zhang, Xiurong
    Qiao, Zheng
    APPLIED ENERGY, 2018, 232 : 704 - 714
  • [23] Data-Driven Dynamic Security Assessment and Control of Power Systems: An Online Sequential Learning Method
    Zhang, Rui
    Xu, Yan
    JOURNAL OF ENERGY ENGINEERING, 2019, 145 (05)
  • [24] Data-driven distributionally robust scheduling of community integrated energy systems with uncertain renewable generations considering integrated demand response
    Li, Yang
    Han, Meng
    Shahidehpour, Mohammad
    Li, Jiazheng
    Long, Chao
    APPLIED ENERGY, 2023, 335
  • [25] Direct data-driven control of linear time-delay systems
    Formentin, S.
    Corno, M.
    Savaresi, S. M.
    Del Re, L.
    ASIAN JOURNAL OF CONTROL, 2012, 14 (03) : 652 - 663
  • [26] Generalized Data-driven SOH Estimation Method for Battery Systems
    Che, Yunhong
    Deng, Zhongwei
    Li, Jiacheng
    Xie, Yi
    Hu, Xiaosong
    Jixie Gongcheng Xuebao/Journal of Mechanical Engineering, 2022, 58 (24): : 253 - 263
  • [27] A Data-Driven Online Stability Monitoring Method for Unknown Discrete-Time Nonlinear Systems
    Zhang, Fan
    Soeffker, Dirk
    2011 50TH IEEE CONFERENCE ON DECISION AND CONTROL AND EUROPEAN CONTROL CONFERENCE (CDC-ECC), 2011, : 7356 - 7361
  • [28] Data-Driven Control for Linear Discrete-Time Delay Systems
    Rueda-Escobedo, Juan G.
    Fridman, Emilia
    Schiffer, Johannes
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2022, 67 (07) : 3321 - 3336
  • [29] Modified Data-driven Power Flow Model for Power Estimation with Incomplete Bus Data
    Xing, Zheng
    Lao, Keng-Weng
    Gao, HongJun
    Dai, NingYi
    PROCEEDINGS OF 2022 12TH INTERNATIONAL CONFERENCE ON POWER, ENERGY AND ELECTRICAL ENGINEERING (CPEEE 2022), 2022, : 316 - 320
  • [30] An online state of health estimation method for lithium-ion batteries based on time partitioning and data-driven model identification
    Mussi, Marco
    Pellegrino, Luigi
    Restelli, Marcello
    Trov, Francesco
    JOURNAL OF ENERGY STORAGE, 2022, 55
12345