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Design of a chaotic neural network for training and retrieval of grayscale and binary patterns

机译:一种用于训练和检索灰度和二进制模式的混沌神经网络的设计

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摘要

Experimental and theoretical evidence shows that biological system processing behavior has nonlinear and chaotic properties. The ability of emerging various solutions for a problem and the existence of a supervisor to guide this variety to become close to the goal, are the two main properties of a problem solver. In this paper, a chaotic neural network which uses chaotic nodes with the logistic map as activation functions is designed to make the ability of emerging various solutions and an NDRAM is considered as a supervisor to guide these various solutions. The proposed chaotic neural network has better performance in comparison with Hopfield, NDRAM, and L. Zhao et al. ChNN.
机译:实验和理论证据表明,生物系统的处理行为具有非线性和混沌特性。解决问题的两个主要特性是能够提出各种问题的解决方案,并配备指导者以指导该解决方案接近目标。本文设计了一种混沌神经网络,该混沌神经网络使用具有逻辑映射的混沌节点作为激活函数,以具有新兴的各种解决方案的能力,而NDRAM被视为指导这些各种解决方案的监督者。与Hopfield,NDRAM和L. Zhao等人相比,所提出的混沌神经网络具有更好的性能。神经网络

著录项

  • 来源
    《Neurocomputing》 |2011年第17期|p.2824-2833|共10页
  • 作者单位

    Department of Biomedical Engineering, Amirkabir University of Technology, Tehran 15875-4413,Iran;

    Department of Biomedical Engineering Amirkabir University of Technology, Tehran, Iran;

    Medical Physics & Biomedical Engineering Department, School of Medicine, Tehran University of Medical Sciences, Tehran, Iran;

  • 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

    chaotic neural network; logistic map; recurrent; supervisor;

    机译:混沌神经网络物流地图反复发作主管;
  • 入库时间 2022-08-18 02:08:18

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