Distributed Predictive Control of Grid-Connected Solar PV Generation Based on Data-Driven Subspace Approach

被引:0
|
作者
Yang, Wenwen [1 ]
Yang, Fuwen [1 ]
Chen, Jianmin [2 ]
机构
[1] East China Univ Sci & Technol, Sch Informat Sci & Engn, Shanghai, Peoples R China
[2] China Ship Dev & Design Ctr, Wuhan, Hubei, Peoples R China
基金
中国国家自然科学基金;
关键词
data-driven approach; grid-connected solar PV generation; distributed predictive control; DISTRIBUTION NETWORK; SOURCE INVERTERS; FAULT-DETECTION; SYSTEMS; STRATEGY; STABILITY; PWM;
D O I
暂无
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
The scale of a distributed grid-connected solar photovoltaic (PV) generation system keeps growing, which is naturally composed of many subsystems interacting with each other. In this paper, a novel distributed predictive control based on data-driven subspace approach is proposed to design the predictive controller of the grid-connected inverter in the distributed solar PV generation system. The control performance of the whole system is improved by minimizing the interaction between solar PV generation subsystems and the grid, as well as the interactions within subsystems. Each solar PV generation subsystem has its own inverter which converts the induced energy into the power in utility grid and exchanges the input and output information with each other through network. The application of data-driven predictive method in the grid-connected solar PV generation system is analyzed in detail in this paper. The simulation model of the distributed grid-connected solar PV generation system is established in Matlab/Simulink, which validates the good performance of the approach. The results demonstrate the effectiveness of the proposed control method.
引用
收藏
页码:1087 / 1092
页数:6
相关论文
共 50 条
  • [31] Data-driven Subspace-based Distributed Control and Its Algorithmic Convergence
    Chen, Jianmin
    Zhu, Jun
    Qiu, Quanwei
    Yang, Fuwen
    Han, Qing-Long
    Vlacic, Ljubo
    Lu, Junwei
    2015 5TH AUSTRALIAN CONTROL CONFERENCE (AUCC), 2015, : 221 - 224
  • [32] Data-Driven Online Stability Diagnostics for Parallel Grid-Connected Converters in Weak Grid
    Qin, Caiyun
    Xu, Hui
    Gao, Feng
    2023 25TH EUROPEAN CONFERENCE ON POWER ELECTRONICS AND APPLICATIONS, EPE'23 ECCE EUROPE, 2023,
  • [33] PFC Control Signal Driven MPPT Technique for Grid-Connected PV Systems
    Costanzo, Luigi
    Rubino, Guido
    Rubino, Luigi
    Vitelli, Massimo
    IEEE TRANSACTIONS ON POWER ELECTRONICS, 2024, 39 (08) : 10368 - 10379
  • [34] Adaptive Predictive Control: A Data-Driven Closed-Loop Subspace Identification Approach
    Luo, Xiaosuo
    Song, Yongduan
    ABSTRACT AND APPLIED ANALYSIS, 2014,
  • [35] Data-driven subspace predictive control: Stability and horizon tuning
    Sedghizadeh, Saba
    Beheshti, Soosan
    JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2018, 355 (15): : 7509 - 7547
  • [36] Intelligent Dynamic Grid Forecasting Algorithm for a Grid-Connected Solar PV Based Microgrid
    Sekar, Harini
    Rajashekar, R.
    Faisal, Farhan
    Ganpati, Rohan
    Vijayaraghavan, Vineeth
    PROCEEDINGS OF THE SIXTH IEEE GLOBAL HUMANITARIAN TECHNOLOGY CONFERENCE GHTC 2016, 2016, : 421 - 427
  • [37] Modeling and control of power electronic interface for grid-connected solar PV system
    Pavan, Jonnalagadda
    Nigam, Prateek
    Padhee, Subhransu
    INTERNATIONAL JOURNAL OF DYNAMICS AND CONTROL, 2024, 12 (10) : 3754 - 3768
  • [38] Multi-objective control and operation of grid-connected small hydro-solar PV-battery energy storage-based distributed generation
    Chandran, Vineet P.
    Kewat, Seema
    Singh, Bhim
    IET RENEWABLE POWER GENERATION, 2020, 14 (16) : 3259 - 3272
  • [39] Control for Grid-Connected and Intentional Islanding Operations of Distributed Power Generation
    Balaguer, Irvin J.
    Lei, Qin
    Yang, Shuitao
    Supatti, Uthane
    Peng, Fang Zheng
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2011, 58 (01) : 147 - 157
  • [40] Control of an Open Winding Machine in a Grid-Connected Distributed Generation System
    Kwak, Mu-Shin
    Sul, Seung-Ki
    CONFERENCE RECORD OF THE 2006 IEEE INDUSTRY APPLICATIONS CONFERENCE, FORTY-FIRST IAS ANNUAL MEETING, VOL 1-5, 2006, : 2576 - 2580