通过铁电混合相边界晶体管进行模拟储计算
Jangsaeng Kim1,2,3, Eun Chan Park1, Wonjun Shin3,4
1Department of Electronic Engineering, Hanyang University, Seoul, 04763, Republic of Korea.
Nature communications
|October 23, 2024
概括
本研究介绍了一种使用铁电基晶体管的集成模拟储存器计算 (ARC) 系统. 这种新的硬件高效地处理时间数据,用于现实世界的时间序列预测.
科学领域:
- 材料科学 材料科学 材料科学
- 计算机工程 计算机工程
- 人工智能的人工智能
背景情况:
- 模拟储库计算 (ARC) 提供了高效的时间信息处理.
- 由于不同组件的功能,ARC的硬件实现具有挑战性.
研究的目的:
- 开发一个完全集成的ARC系统,利用新材料.
- 在ARC系统中解决硬件实现挑战.
主要方法:
- 使用的铁电到混合相界 (MPB) 氧化和氧化集成到--氧化薄膜晶体管 (TFT) 上.
- 在物理储存器和人工神经元中使用基于MPB的TFT (MPBTFT),以及在读取网络中用于突触行为的非挥发性铁电TFT.
- 实现了MPBTFT的双门配置,以增强储状态差异化和神经元功能.
主要成果:
- 在单个晶圆上实现了ARC组件的无集成.
- 证明了复杂的现实世界时间序列预测,其低规范化根平均平方误差为0.28.
- 展示了神经元功能处理刺激脉冲和抑制脉冲的最小硬件负担.
结论:
- 材料设备的共同优化使得高效和集成的ARC系统成为可能.
- 为面积和能源效率高的ARC发展铺平了道路.
- 通过使用一种新的硬件方法,成功执行了复杂的时间数据处理.
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