Parallel Matrix Multiplication Using Voltage-Controlled Magnetic Anisotropy Domain Wall Logic

被引:2
|
作者
Zogbi, Nicholas [1 ]
Liu, Samuel [1 ]
Bennett, Christopher H. [2 ]
Agarwal, Sapan [2 ]
Marinella, Matthew J. [3 ]
Incorvia, Jean Anne C. [1 ]
Xiao, T. Patrick [2 ]
机构
[1] Univ Texas Austin, Dept Elect & Comp Engn, Austin, TX 78712 USA
[2] Sandia Natl Labs, Dept Elect & Comp Engn, Albuquerque, NM 87123 USA
[3] Arizona State Univ, Sch Elect Comp & Energy Engn, Tempe, AZ 85287 USA
基金
美国国家科学基金会;
关键词
Magnetic tunneling; Logic gates; Reliability; Perpendicular magnetic anisotropy; Spintronics; Tracking; Systolic arrays; Domain wall (DW); in-memory computing; logic; magnetic tunnel junction (MTJ); magnetism; spintronics; voltage-controlled magnetic anisotropy (VCMA); SPIN; DEVICES; MEMORY; RADIATION;
D O I
10.1109/JXCDC.2023.3266441
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The domain wall-magnetic tunnel junction (DW-MTJ) is a versatile device that can simultaneously store data and perform computations. These three-terminal devices are promising for digital logic due to their nonvolatility, low-energy operation, and radiation hardness. Here, we augment the DW-MTJ logic gate with voltage-controlled magnetic anisotropy (VCMA) to improve the reliability of logical concatenation in the presence of realistic process variations. VCMA creates potential wells that allow for reliable and repeatable localization of domain walls (DWs). The DW-MTJ logic gate supports different fanouts, allowing for multiple inputs and outputs for a single device without affecting the area. We simulate a systolic array of DW-MTJ multiply-accumulate (MAC) units with 4-bit and 8-bit precision, which uses the nonvolatility of DW-MTJ logic gates to enable fine-grained pipelining and high parallelism. The DW-MTJ systolic array provides comparable throughput and efficiency to state-of-the-art CMOS systolic arrays while being radiation-hard. These results improve the feasibility of using DW-based processors, especially for extreme-environment applications such as space.
引用
收藏
页码:65 / 73
页数:9
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