基于CAA-IGZO TFT的高密度高能效电荷域计算与beol兼容的三维集成

Wenjun Tang, Jialong Liu, Huazhong Yang, Chen Jiang, Xueqing Li
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引用次数: 1

摘要

内存计算(CiM)是现代数据密集型应用(包括神经网络)的有效解决方案。然而,现有CiM实现面临着容量挑战,无法满足快速增长的数据量。2D接口限制了CiM的性能提升。本文提出了一种基于堆叠通道全能(CAA) In-Ga-Zn-O (IGZO) tft的高密度4T1C CiM设计。4T1C CiM电池具有8F2特征尺寸和进一步堆叠的可能性。在紧凑的布局中,采用交错定时控制来减少相邻线路的干扰。该CiM结构具有BEOL集成能力,可垂直集成于CMOS外设之上,构建高吞吐量、高效率的三维CiM架构,仅CiM阵列就具有7.40 Mb/mm2/层的高存储密度和92.6 TOPS/mm2的高计算密度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
High-density energy-efficient charge-domain computing based on CAA-IGZO TFT with BEOL-compatible 3D integration
Computing-in-memory (CiM) is an efficient solution for modern data-intensive applications including neural networks (NNs). However, existing CiM implementations are facing capacity challenges to meet the rapidly increased data volume. Also, the 2D interface limits the performance improvement of CiM. This paper presents a high-density 4T1C CiM design based on stacked channel-all-around (CAA) In–Ga–Zn-O (IGZO) TFTs. The 4T1C CiM cell exhibits an 8F2 feature size plus further stacking possibility. An interleaved timing control is adopted to reduce the interference of adjacent lines in the compact layout. With the back-end-of-line (BEOL) integration capability, the proposed CiM structure can be integrated vertically above CMOS peripherals to build a high-throughput area-efficient 3D CiM architecture, showing high storage density of 7.40 Mb/mm2/layer and high computing density of 92.6 TOPS/mm2 for CiM array only.
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