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Read Disturb Evaluations of 3D NAND Flash for Highly Read-Intensive Edge-Computing Inference Device for Artificial Intelligence Applications

机译:用于对人工智能应用的高度读取密集的边缘计算推理装置的3D NAND Flash的读取干扰评估

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The coming era of artificial intelligence (AI) and the combination with internet of things (IoT) will require a large number of edge computing inference devices. We consider 3D NAND Flash has great potential to provide either near-memory or in-memory computing for low-cost high-performance inference device. One of the critical technology challenge of 3D NAND Flash for inference application is the read disturb, because in this application the NAND Flash needs to sustain continuous read over the entire product life time. In this work, we have studied how to optimize read disturb performance of single-gate vertical channel (SGVC) 3D NAND and demonstrated the possibility to meet > 10T (1E13) continuous read which may exceed 10-year usage without the need of data refresh.
机译:人工智能(AI)的即将到来的时代和与物联网(IoT)的组合将需要大量的边缘计算推理设备。我们考虑3D NAND Flash具有很大的潜力,可以为低成本的高性能推理设备提供近存储器或内存计算。 3D NAND Flash的关键技术挑战之一推断应用是读取干扰,因为在本申请中,NAND闪存需要在整个产品寿命中维持连续读取。在这项工作中,我们研究了如何优化单门垂直通道(SGVC)3D NAND的读干扰性能,并展示了可能超过10年使用的可能性(1E13)连续读取的可能性,而无需数据刷新。

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