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Experimental demonstration of an on-chip p-bit core based on stochastic magnetic tunnel junctions and 2D MoS2 transistors
Nature Communications ( IF 16.6 ) Pub Date : 2024-05-15 , DOI: 10.1038/s41467-024-48152-0
John Daniel , Zheng Sun , Xuejian Zhang , Yuanqiu Tan , Neil Dilley , Zhihong Chen , Joerg Appenzeller

Probabilistic computing is a computing scheme that offers a more efficient approach than conventional complementary metal-oxide–semiconductor (CMOS)-based logic in a variety of applications ranging from optimization to Bayesian inference, and invertible Boolean logic. The probabilistic bit (or p-bit, the base unit of probabilistic computing) is a naturally fluctuating entity that requires tunable stochasticity; by coupling low-barrier stochastic magnetic tunnel junctions (MTJs) with a transistor circuit, a compact implementation is achieved. In this work, by combining stochastic MTJs with 2D-MoS2 field-effect transistors (FETs), we demonstrate an on-chip realization of a p-bit building block displaying voltage-controllable stochasticity. Supported by circuit simulations, we analyze the three transistor-one magnetic tunnel junction (3T-1MTJ) p-bit design, evaluating how the characteristics of each component influence the overall p-bit output. While the current approach has not reached the level of maturity required to compete with CMOS-compatible MTJ technology, the design rules presented in this work are valuable for future experimental implementations of scaled on-chip p-bit networks with reduced footprint.



中文翻译:

基于随机磁隧道结和 2D MoS2 晶体管的片上 p 位核的实验演示

概率计算是一种计算方案,在从优化到贝叶斯推理和可逆布尔逻辑等各种应用中,它提供了比传统的基于互补金属氧化物半导体 (CMOS) 的逻辑更有效的方法。概率位(或p位,概率计算的基本单位)是一个自然波动的实体,需要可调的随机性;通过将低势垒随机磁隧道结 (MTJ) 与晶体管电路耦合,实现了紧凑的实现。在这项工作中,通过将随机 MTJ 与 2D-MoS 2场效应晶体管 (FET) 相结合,我们演示了显示电压可控随机性的 p 位构建块的片上实现。在电路仿真的支持下,我们分析了三晶体管一磁隧道结 (3T-1MTJ) p 位设计,评估每个组件的特性如何影响整体 p 位输出。虽然目前的方法尚未达到与 CMOS 兼容的 MTJ 技术竞争所需的成熟度,但这项工作中提出的设计规则对于未来缩小占地面积的扩展片上 p 位网络的实验实现很有价值。

更新日期:2024-05-15
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