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Intelligent controller based energy management for stand-alone power system using artificial neural network

机译:基于智能控制器的使用人工神经网络的独立电力系统能源管理

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摘要

Standalone Power Systems (SPS), formerly known as Micro Power Systems, is an off-grid electricity system for locations that are not fitted with an electricity generation. Typical SPS include one or more renewable electricity sources, energy storage, and regulation. In this paper, supervision of hybrid Photovoltaic system and battery storage is presented. The power balance of the hybrid system is made on an intelligent supervisor based on Artificial Neural Network Controller (ANNC). The main purpose of this paper is the control of DC/DC Bidirectional Converter (DBC), which connect the Li-ion battery with the DC_Bus of Stand-alone Power Systems (SPS). Based on the use of artificial neural network controller, which are effective tools for highly nonlinear system. The proposed technique does not require a pre-defined model of power DBC only depend on power and voltage system data. Simulation for stand-alone systems performed at Matlab Simulink. The comparison with PID controller for the result obtained of DC_Bus voltage, and power demanded, demonstrate the robustness, and satisfactory performance of the proposed control strategy.
机译:独立的电力系统(SPS),以前称为微型电力系统,是一个离网电力系统,用于不适合发电的位置。典型的SPS包括一个或多个可再生电源,能量存储和调节。本文提出了对混合光伏系统的监控和电池储存。混合系统的功率平衡在基于人工神经网络控制器(ANNC)的智能主管上进行。本文的主要目的是控制DC / DC双向转换器(DBC),该转换器(DBC)将锂离子电池与独立电力系统(SPS)的DC_BUS连接。基于使用人工神经网络控制器,这是高度非线性系统的有效工具。所提出的技术不需要预定义的功率DBC模型仅取决于电源和电压系统数据。在Matlab Simulink执行独立系统的仿真。与DC_BUS电压的结果的PID控制器的比较,以及所需的电力,展示了所提出的控制策略的鲁棒性和令人满意的性能。

著录项

  • 来源
    《European transactions on electrical power engineering》 |2020年第11期|e12579.1-e12579.13|共13页
  • 作者单位

    Sidi Mohamed Ben Abdellah Univ Fez Fac Sci & Technol Intelligent Syst Georesources & Renewable Energie POB 2202 Fes Morocco;

    Sidi Mohamed Ben Abdellah Univ Fez Fac Sci & Technol Intelligent Syst Georesources & Renewable Energie POB 2202 Fes Morocco;

    Sidi Mohamed Ben Abdellah Univ Fez Fac Sci & Technol Intelligent Syst Georesources & Renewable Energie POB 2202 Fes Morocco;

    Sidi Mohamed Ben Abdellah Univ Fez Fac Sci & Technol Intelligent Syst Georesources & Renewable Energie POB 2202 Fes Morocco;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    ANNC; battery; DC_Bus; energy; management; stand-alone;

    机译:Annc;电池;DC_BUS;能量;管理;独立;

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