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A Cellular Structure for Online Routing of Digital Spiking Neuron Axons and Dendrites on FPGAs

机译:用于在线路由数字尖峰神经元轴突和FPGA的树突的蜂窝结构

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As a step towards creating evolutionary developmental neural networks on FPGAs, a bio-inspired cellular structure suitable for online routing of axons and dendrites on FPGAs based on a new digital spiking neuron model (introduced previously by the authors) is proposed here. This structure is designed to allow changing the routing of the dendrites and axons and formation/elimination of synapses on the fly by dynamic partial reconfiguration of the LUTs. The feasibility and techniques for implementing this structure on a Xilinx Virtex-5 FPGA are also studied.
机译:作为在FPGA上创建进化发育神经网络的一步,在此提出了一种基于新的数字尖峰神经元模型(先前推出的FPGA在FPGA上的轴突和枝晶的生物启发性蜂窝结构。这种结构旨在允许通过动态部分重新配置LUT的动态部分重新配置来允许改变树突和轴突的布线以及形成/消除突触。还研究了在Xilinx Virtex-5 FPGA上实现该结构的可行性和技术。

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