English(EN) Heterogeneous SoC Integrating an Open-Source Recurrent SNN Accelerator for Neuromorphic Edge Computing on FPGA

开源脉冲神经网络加速器集成到基于FPGA的神经形态片上系统中

作者 PulseAugur 编辑部 · [1 个来源] · 2026-05-12 14:55

研究人员开发了一个异构片上系统（SoC），集成了名为ReckOn的开源循环脉冲神经网络（SNN）加速器。该设计旨在通过在现场可编程门阵列（FPGA）上实现SNN，将高效、低功耗的神经形态计算引入边缘设备，为硅芯片流片提供了一种经济高效的替代方案。该SoC与基于RISC-V的X-HEEP微控制器和ARM处理器等传统处理器一起管理ReckOn的运行，验证其准确性并评估在线学习能力。 AI

影响能够更高效、更经济地将神经形态计算部署到边缘设备上。

排序理由详细介绍神经形态计算新型硬件架构的学术论文。[lever_c_demoted from research: ic=1 ai=1.0]

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arXiv cs.AI TIER_1 English(EN) · Gianvito Urgese · 2026-05-12 14:55

集成开源循环SNN加速器的异构SoC，用于FPGA上的神经形态边缘计算

The growing popularity of Spiking Neural Networks (SNNs) and their applications has led to a significant fast-paced increase of neuromorphic architectures capable of mimicking the spike-based data processing typical of biological neurons. The efficient power consumption and paral…

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集成开源循环SNN加速器的异构SoC，用于FPGA上的神经形态边缘计算

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