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Design and implementation of a neural network controller for real-time adaptive voltage regulation

机译:用于实时自适应电压调节的神经网络控制器的设计与实现

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摘要

An adaptive controller based on multi-layer feed-forward neural network is developed for real-time voltage regulation of a class of PSFB (phase-shifted full-bridge) DC-DC converters. The controller has the unique advantages of nonlinear mapping and adaptive learning, and performs well over a wide range of input voltages and output load currents. The controller is implemented and tested in hardware using a DSP (digital signal processor) board. Experimental results show that it outperforms conventional controllers in both line regulation and load regulation.
机译:开发了一种基于多层前馈神经网络的自适应控制器,用于一类PSFB(相移全桥)DC-DC转换器的实时电压调节。该控制器具有非线性映射和自适应学习的独特优势,并且在很大的输入电压和输出负载电流范围内都能表现良好。该控制器使用DSP(数字信号处理器)板在硬件中实施和测试。实验结果表明,它在线路调节和负载调节方面均优于传统控制器。

著录项

  • 来源
    《Neurocomputing》 |2009年第3期|531-535|共5页
  • 作者

    Xiao-Hua Yu; Weiming Li Taufik;

  • 作者单位

    Department of Electrical Engineering, California Polytechnic State University, San Luis Obispo, CA 93407, USA;

    Department of Electrical Engineering, California Polytechnic State University, San Luis Obispo, CA 93407, USA;

  • 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

    neural network controller; DC-DC voltage converter; neural network hardware;

    机译:神经网络控制器;DC-DC电压转换器;神经网络硬件;

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