利用磁域中的时空转换来计算非挥发性物理储存器
Jing Zhou1, Jikang Xu2, Lisen Huang1
1Institute of Materials Research and Engineering (IMRE), Agency for Science Technology and Research (A*STAR), 2 Fusionopolis Way, #08-03 Innovis, Singapore 138634, Republic of Singapore.
Science advances
|January 10, 2025
概括
研究人员开发了一种新的非挥发性自旋电子储,用于物理储计算. 这种方法通过利用自旋电子设备动态来处理时间数据来提高神经网络的性能和能源效率.
科学领域:
- 物理 物理学 物理
- 计算机科学 计算机科学
- 材料科学 材料科学 材料科学
背景情况:
- 物理水库计算利用物质动力学来处理时间数据,提供轻松的培训,但在高效的水库设计方面面临挑战.
- 传统的基于延迟的水库是有限的,这促使人们探索替代物理基板和加工机制.
研究的目的:
- 探索全电自旋电子设备的时空转换,以实现增强的物理储库计算.
- 开发一种非挥发性自旋电子储存器,将历史依赖转化为路径依赖,以提高计算能力.
主要方法:
- 在全电自旋电子器件中利用了时空转换.
- 由不同脉冲宽度触发的神经元的配置的自旋电子设备,创造了一个具有非线性和相互连接的储存库.
- 在印刷电路板上使用一个由14个物理节点组成的小型储存器.
主要成果:
- 在书面数字识别中实现了0.903的高识别率.
- 在Mackey-Glass时间序列预测中达到0.076的低误差率.
- 使用域动态证明了历史依赖的有效转换为路径依赖.
结论:
- 通过使用自旋电子设备,为非挥发性物理储库计算提供了一个有前途的途径.
- 开发的水库表现出强烈的非线性和丰富的相互连接,适合复杂的时间任务.
- 该方法可以适应基于memristor的系统和更广泛的物理神经网络.
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