Artificial Neural Network Based Droop-Control Technique for Accurate Power Sharing in an Islanded Microgrid

被引:15
作者
Vigneysh, T. [1 ]
Kumarappan, N. [1 ]
机构
[1] Annamalai Univ, Fac Engn & Technol, Dept Elect Engn, Annamalainagar 608002, Tamil Nadu, India
关键词
Artificial neural network (ANN); Microgrid; Photovoltaic (PV); Battery energy storage system (BESS); Solid oxide fuel cell (SOFC); Droop control; PARALLEL INVERTERS; CONTROL STRATEGIES; PERFORMANCE; ELECTRONICS; OPERATION; IMPEDANCE; VOLTAGE; DESIGN;
D O I
10.1080/18756891.2016.1237183
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In an islanded microgrid, while considering the complex nature of line impedance, the generalized droop control fails to share the actual real/reactive power between the distributed generation (DG) units. To overcome this power sharing issue, in this paper a new approach based on feed forward neural network (FFNN) is proposed. Also, the proposed FFNN based droop control method simultaneously controls the microgrid voltage and frequency within the limits. The proposed microgrid consists of combination of photovoltaic (PV) system and battery energy storage system (BESS) as the first DG unit and solid oxide fuel cell (SOFC) as the second DG unit. The simulation of the proposed microgrid is carried out in Matlab/Simulink environment and necessary results are compared to show the effectiveness of the proposed method.
引用
收藏
页码:827 / 838
页数:12
相关论文
共 31 条
  • [1] A fuzzy logic-based droop control for simultaneous voltage and frequency regulation in an AC microgrid
    Ahmadi, Saleh
    Shokoohi, Shoresh
    Bevrani, Hassan
    [J]. INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2015, 64 : 148 - 155
  • [2] A neural network approach to day-ahead deregulated electricity market prices classification
    Anbazhagan, S.
    Kumarappan, N.
    [J]. ELECTRIC POWER SYSTEMS RESEARCH, 2012, 86 : 140 - 150
  • [3] Anbazhagan S, 2011, INT J COMPUT INT SYS, V4, P476
  • [4] [Anonymous], 2007, IEEE T POWER ELECT
  • [5] An Intelligent Droop Control for Simultaneous Voltage and Frequency Regulation in Islanded Microgrids
    Bevrani, Hassan
    Shokoohi, Shoresh
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2013, 4 (03) : 1505 - 1513
  • [6] Neural network applications in power electronics and motor drives- An introduction and perspective
    Bose, Bimal K.
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2007, 54 (01) : 14 - 33
  • [7] CONTROL OF PARALLEL CONNECTED INVERTERS IN STANDALONE AC SUPPLY-SYSTEMS
    CHANDORKAR, MC
    DIVAN, DM
    ADAPA, R
    [J]. IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 1993, 29 (01) : 136 - 143
  • [8] Electrical Microgrid Optimization via a New Recurrent Neural Network
    Gamez Urias, Manuel E.
    Sanchez, Edgar N.
    Ricalde, Luis J.
    [J]. IEEE SYSTEMS JOURNAL, 2015, 9 (03): : 945 - 953
  • [9] Output impendance design of parallel-connected UPS inverters with wireless load-sharing control
    Guerrero, JM
    de Vicuña, LG
    Matas, J
    Castilla, M
    Miret, J
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2005, 52 (04) : 1126 - 1135
  • [10] A wireless controller to enhance dynamic performance of parallel inverters in distributed generation systems
    Guerrero, JM
    de Vicuña, LG
    Matas, J
    Castilla, M
    Miret, J
    [J]. IEEE TRANSACTIONS ON POWER ELECTRONICS, 2004, 19 (05) : 1205 - 1213