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Behavioral simulation and synthesis of biological neuron systems using synthesizable VHDL

机译:可合成VHDL对生物神经元系统的行为模拟和合成

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摘要

Neurons are complex biological entities which form the basis of nervous systems. Insight can be gained into neuron behavior through the use of computer models and as a result many such models have been developed. However, there exists a trade-off between biological accuracy and simulation time with the most realistic results requiring extensive computation. To address this issue, a novel approach is described in this paper that allows complex models of real biological systems to be simulated at a speed greater than real time and with excellent accuracy. The approach is based on a specially developed neuron model VHDL library which allows complex neuron systems to be implemented on field programmable gate array (FPGA) hardware. The locomotion system of the nematode Caenorhabditis elegans is used as a case study and the measured results show that the real time FPGA based implementation performs 288 times faster than traditional ModelSim simulations for the same accuracy.
机译:神经元是构成神经系统基础的复杂生物实体。通过使用计算机模型可以深入了解神经元的行为,因此,已经开发了许多这样的模型。但是,在生物学准确性和模拟时间之间需要权衡取舍,而最现实的结果则需要大量的计算。为了解决这个问题,本文描述了一种新颖的方法,该方法允许以比实时更高的速度和极好的精度来模拟真实生物系统的复杂模型。该方法基于专门开发的神经元模型VHDL库,该库允许在现场可编程门阵列(FPGA)硬件上实现复杂的神经元系统。以线虫秀丽隐杆线虫的运动系统为例,测量结果表明,基于实时FPGA的实现在相同精度下的执行速度比传统ModelSim仿真快288倍。

著录项

  • 来源
    《Neurocomputing》 |2011年第15期|p.2392-2406|共15页
  • 作者单位

    School of Electronics and Computer Science, University of Southampton, Southampton SO17 lBj, UK;

    School of Electronics and Computer Science, University of Southampton, Southampton SO17 lBj, UK;

    School of Electronics and Computer Science, University of Southampton, Southampton SO17 lBj, UK;

    School of Biological Sciences, University of Southampton, Southampton SOI 7 IB], UK;

  • 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

    vhdl; neuron; network; hardware; simulation;

    机译:vhdl;神经元;网络;硬件;仿真;
  • 入库时间 2022-08-18 02:08:15

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