• Title of article

    FPGA-based implementation of an intelligent simulator for stand-alone photovoltaic system

  • Author/Authors

    Mellit، نويسنده , , A. and Mekki، نويسنده , , H. and Messai، نويسنده , , A. and Salhi، نويسنده , , H.، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2010
  • Pages
    16
  • From page
    6036
  • To page
    6051
  • Abstract
    Modelling and simulation of stand-alone photovoltaic (SAPV) systems (PV module, battery, regulator, etc.) in real time is crucial for the control, the supervision, the diagnosis and for studying their performances. In this paper, an intelligent simulator for stand-alone PV system was developed. Firstly, a multilayer perceptron (MLP) has been used for modelling and simulating each component of the system, after that the optimal architecture for each component has been implemented and simulated by using the very high-speed description language (VHDL) and the ModelSim. Subsequently, the developed architectures for each component have been implemented under the Xilinx® Virtex-II Pro FPGA (XC2V1000) (field programmable gate array). The obtained results showed that good accuracy is found between predicted and experimental data (signal) in a specific location (south of Algeria). The designed intelligent components (PV-MLP generator, MLP-battery and MLP-regulator) of the SAPV system can be used with success for simulating the system in real time (under a specific climatic condition) by predicting the different output signals for each component constituting the system.
  • Keywords
    VHDL , MLP , FPGA , Photovoltaic system , intelligent simulator
  • Journal title
    Expert Systems with Applications
  • Serial Year
    2010
  • Journal title
    Expert Systems with Applications
  • Record number

    2348288