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利用可变温度霍尔测量揭示用于加速人工智能计算的忆阻式随机存取存储器(ECRAM)开关机制。

Unveiling ECRAM switching mechanisms using variable temperature Hall measurements for accelerated AI computation.

作者信息

Kwak Hyunjeong, Choi Junyoung, Han Seungmin, Kim Eun Ho, Kim Chaeyoun, Solomon Paul, Lee Junyong, Kim Doyoon, Shin Byungha, Lee Donghwa, Gunawan Oki, Kim Seyoung

机构信息

Department of Materials Science and Engineering, Pohang University of Science and Technology, Pohang, South Korea.

Department of Materials Science and Engineering, Korea Advanced Institute of Science and Technology, Daejeon, South Korea.

出版信息

Nat Commun. 2025 Mar 19;16(1):2715. doi: 10.1038/s41467-025-58004-0.

Abstract

Electrochemical random-access memory devices are promising for analog cross-point array-based artificial intelligence accelerators due to their high stability and programmability. However, understanding their switching mechanism is challenging due to complex multilayer structures and the high resistivity of oxide materials. Here, we fabricate multi-terminal Hall-bar devices and conduct alternating current magnetic parallel dipole line Hall measurements to extract transport parameters. Through variable-temperature Hall measurements, we determine the oxygen donor level at approximately 0.1 eV in tungsten oxide and reveal that conductance potentiation even at low temperatures results from increased mobility and carrier density. This behavior is linked to reversible electronic and atomic structure changes, supported by density functional theory calculations. Our findings enhance the understanding of electrochemical random-access memory switching mechanisms and provide insights for improving high-performance, energy-efficient artificial intelligence computation in analog hardware.

摘要

电化学随机存取存储器设备因其高稳定性和可编程性,在基于模拟交叉点阵列的人工智能加速器方面具有广阔前景。然而,由于其复杂的多层结构和氧化物材料的高电阻率,理解其开关机制具有挑战性。在此,我们制造了多端霍尔条形器件,并进行交流磁平行偶极线霍尔测量以提取传输参数。通过变温霍尔测量,我们确定了氧化钨中约0.1 eV的氧施主能级,并揭示即使在低温下电导增强也是由迁移率和载流子密度增加所致。这种行为与可逆的电子和原子结构变化有关,得到了密度泛函理论计算的支持。我们的发现增进了对电化学随机存取存储器开关机制的理解,并为改进模拟硬件中的高性能、节能型人工智能计算提供了见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/737e/11923131/07a2ce852995/41467_2025_58004_Fig1_HTML.jpg

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