论文标题

一种新型的非易失逆变器的CIM:连续符号重量转变和芯片训练低功率

A Novel Non-Volatile Inverter-based CiM: Continuous Sign Weight Transition and Low Power on-Chip Training

论文作者

Zhang, Dong, Kang, Yuye, Liu, Gan, Zhou, Zuopu, Han, Kaizhen, Sun, Chen, Jiao, Leming, Wang, Xiaolin, Chen, Yue, Kong, Qiwen, Zheng, Zijie, Liu, Long, Gong, Xiao

论文摘要

在这项工作中,我们报告了一种新颖的设计,即单晶体管对逆变器(1T1I),以满足高速和低功率的芯片训练要求。通过利用铁电性利用掺杂的HFO2,成功证明了非易失性逆变器,从而通过铁电场效应晶体管(FEFET)的可编程阈值电压(FEFET)实现了负面和正之间所需的连续重量转变。与具有相似功能的常用设计相比,1T1I独特地在优化的工作电流下实现了纯粹的基于片的重量转变,而无需依靠芯片外计算单元的辅助进行签名重量比较,从而促进了低功率消耗的高速训练。线性和训练速度的进一步改善可以通过两晶晶逆变器(2T1I)设计获得。总体而言,这项工作着眼于能源和时间效率,为基于FEFET的内存计算(CIM)提供了宝贵的设计策略。

In this work, we report a novel design, one-transistor-one-inverter (1T1I), to satisfy high speed and low power on-chip training requirements. By leveraging doped HfO2 with ferroelectricity, a non-volatile inverter is successfully demonstrated, enabling desired continuous weight transition between negative and positive via the programmable threshold voltage (VTH) of ferroelectric field-effect transistors (FeFETs). Compared with commonly used designs with the similar function, 1T1I uniquely achieves pure on-chip-based weight transition at an optimized working current without relying on assistance from off-chip calculation units for signed-weight comparison, facilitating high-speed training at low power consumption. Further improvements in linearity and training speed can be obtained via a two-transistor-one-inverter (2T1I) design. Overall, focusing on energy and time efficiencies, this work provides a valuable design strategy for future FeFET-based computing-in-memory (CiM).

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