TiCoSb Heusler alloy-based magnetic tunnel junction for efficient computing in memory architecture

IF 2.2 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Journal of Computational Electronics Pub Date : 2024-08-30 DOI:10.1007/s10825-024-02220-2
P. B. Alisha, Tripti S. Warrier
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Abstract

Computing in memory (CiM) architecture enables computation within the memory array, reducing power-intensive data transmission between the processor and memory. The primary goal of this work is to enhance the energy efficiency of CiM architectures that use spintronic devices. Experiments show that the thermal stability (\(\Delta\)) in magnetic tunnel junctions (MTJs) can be optimized to reduce write energy by adjusting the oxide layer thickness. Based on this finding, this work explores a novel spin-orbit torque random-access memory (SOT) cell that yields a 30% increase in energy efficiency compared to conventional SOT. However, reducing the oxide layer thickness below 1.5 nm to tune \(\Delta\) leads to a decrease in the tunnel magnetoresistance (TMR) ratio leading to reliability concerns. The second part of the work proposes to improve TMR by replacing the conventional MgO oxide layer with a TiCoSb Heusler alloy-based layer and utilizing \(\hbox {Co}_{2}\hbox {MnSb}\) as the electrode in the modified cell called \(\Delta\)M-SOT. Theoretical and experimental studies demonstrate that this alternative MTJ design exhibits TMR ratios comparable to values reported in the literature. The performance of magnetic full adder CiM design using the proposed \(\Delta\)M-SOT is compared with designs implemented using CMOS, spin-transfer torque random-access RAM (STT), and conventional SOT. Evaluations show that the \(\Delta\)M-SOT-CiM has a reduction of 66% and 30% in logic and data transfer energy, respectively, compared to conventional SOT-CiM design. Furthermore, the data storage and computation operations in \(\Delta\)M-SOT-CiM are found to be significantly faster compared to both STT- and SOT-CiM design. Overall, this work presents a promising SOT design that effectively bridges the gap between the processor and memory by enabling logical functions within memory, eliminating the need for additional circuits.

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基于 TiCoSb Heusler 合金的磁隧道结,用于存储器架构中的高效计算
内存计算(CiM)架构可在内存阵列内进行计算,从而减少处理器与内存之间的耗电数据传输。这项工作的主要目标是提高使用自旋电子器件的 CiM 架构的能效。实验表明,磁隧道结(MTJ)的热稳定性(\(\Delta\))可以通过调整氧化层厚度进行优化,以降低写入能量。基于这一发现,本研究探索了一种新型自旋轨道力矩随机存取存储器(SOT)单元,与传统的 SOT 相比,该单元的能效提高了 30%。然而,将氧化层厚度减小到 1.5 nm 以下以调整 \(\Delta\) 会导致隧道磁阻 (TMR) 比率下降,从而引发可靠性问题。工作的第二部分建议用基于 TiCoSb Heusler 合金的氧化层取代传统的氧化镁层,并在称\(\hbox {Co}_{2}\hbox {MnSb}\) M-SOT 的改良电池中使用\(\hbox {Co}_{2}\hbox {MnSb}\) 作为电极,从而提高 TMR。理论和实验研究表明,这种替代性 MTJ 设计的 TMR 比率与文献报道的数值相当。使用所提出的 \(\Delta\)M-SOT 的磁性全加法器 CiM 设计的性能与使用 CMOS、自旋转移力矩随机存取 RAM (STT) 和传统 SOT 实现的设计进行了比较。评估结果表明,与传统的 SOT-CiM 设计相比,\(\Delta\)M-SOT-CiM 的逻辑能量和数据传输能量分别降低了 66% 和 30%。此外,与 STT-CiM 和 SOT-CiM 设计相比,(\Δ\)M-SOT-CiM 中的数据存储和计算操作明显更快。总之,这项工作提出了一种很有前途的 SOT 设计,它通过在内存中实现逻辑功能,消除了对额外电路的需求,从而有效地弥合了处理器和内存之间的差距。
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来源期刊
Journal of Computational Electronics
Journal of Computational Electronics ENGINEERING, ELECTRICAL & ELECTRONIC-PHYSICS, APPLIED
CiteScore
4.50
自引率
4.80%
发文量
142
审稿时长
>12 weeks
期刊介绍: he Journal of Computational Electronics brings together research on all aspects of modeling and simulation of modern electronics. This includes optical, electronic, mechanical, and quantum mechanical aspects, as well as research on the underlying mathematical algorithms and computational details. The related areas of energy conversion/storage and of molecular and biological systems, in which the thrust is on the charge transport, electronic, mechanical, and optical properties, are also covered. In particular, we encourage manuscripts dealing with device simulation; with optical and optoelectronic systems and photonics; with energy storage (e.g. batteries, fuel cells) and harvesting (e.g. photovoltaic), with simulation of circuits, VLSI layout, logic and architecture (based on, for example, CMOS devices, quantum-cellular automata, QBITs, or single-electron transistors); with electromagnetic simulations (such as microwave electronics and components); or with molecular and biological systems. However, in all these cases, the submitted manuscripts should explicitly address the electronic properties of the relevant systems, materials, or devices and/or present novel contributions to the physical models, computational strategies, or numerical algorithms.
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