首页> 美国卫生研究院文献>Sensors (Basel Switzerland) >Design Methodology of an Equalizer for Unipolar Non Return to Zero Binary Signals in the Presence of Additive White Gaussian Noise Using a Time Delay Neural Network on a Field Programmable Gate Array
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Design Methodology of an Equalizer for Unipolar Non Return to Zero Binary Signals in the Presence of Additive White Gaussian Noise Using a Time Delay Neural Network on a Field Programmable Gate Array

机译:在现场可编程门阵列上使用时延神经网络的加性高斯白噪声下单极性不归零二进制信号均衡器的设计方法

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摘要

This article presents a design methodology for designing an artificial neural network as an equalizer for a binary signal. Firstly, the system is modelled in floating point format using Matlab. Afterward, the design is described for a Field Programmable Gate Array (FPGA) using fixed point format. The FPGA design is based on the System Generator from Xilinx, which is a design tool over Simulink of Matlab. System Generator allows one to design in a fast and flexible way. It uses low level details of the circuits and the functionality of the system can be fully tested. System Generator can be used to check the architecture and to analyse the effect of the number of bits on the system performance. Finally the System Generator design is compiled for the Xilinx Integrated System Environment (ISE) and the system is described using a hardware description language. In ISE the circuits are managed with high level details and physical performances are obtained. In the Conclusions section, some modifications are proposed to improve the methodology and to ensure portability across FPGA manufacturers.
机译:本文介绍了一种用于将人工神经网络设计为二进制信号均衡器的设计方法。首先,使用Matlab以浮点格式对系统进行建模。之后,将描述使用定点格式的现场可编程门阵列(FPGA)的设计。 FPGA设计基于Xilinx的System Generator,它是Matlab Simulink的设计工具。 System Generator允许人们以快速灵活的方式进行设计。它使用了电路的低级详细信息,并且可以对系统的功能进行全面测试。 System Generator可用于检查体系结构并分析位数对系统性能的影响。最后,针对Xilinx集成系统环境(ISE)编译了系统生成器设计,并使用硬件描述语言描述了系统。在ISE中,对电路进行了高级详细管理,并获得了物理性能。在结论部分,提出了一些修改意见,以改进方法并确保跨FPGA制造商的可移植性。

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