Energy Efficient Stochastic Signal Manipulation in Superparamagnetic Tunnel Junctions via Voltage-Controlled Exchange Coupling
Superparamagnetic tunnel junctions (sMTJs) are emerging as promising components for stochastic units in neuromorphic computing, owing to their tunable random switching behavior. Conventional MTJ control methods, such as spin-transfer torque (STT) and spin-orbit torque (SOT), often require substantia...
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Zusammenfassung: | Superparamagnetic tunnel junctions (sMTJs) are emerging as promising
components for stochastic units in neuromorphic computing, owing to their
tunable random switching behavior. Conventional MTJ control methods, such as
spin-transfer torque (STT) and spin-orbit torque (SOT), often require
substantial power. Here, we introduce the voltage-controlled exchange coupling
(VCEC) mechanism, enabling switching between antiparallel and parallel states
in sMTJs with an ultralow power consumption of only 40 nW, approximately two
orders of magnitude lower than conventional STT-based sMTJs. This mechanism
yields a sigmoid-shaped output response, making it ideally suited for
neuromorphic computing applications. Furthermore, we validate the feasibility
of integrating VCEC with the SOT current control, offering an additional
dimension for magnetic state manipulation. This work marks the first practical
demonstration of VCEC effect in sMTJs, highlighting its potential as a
low-power control solution for probabilistic bits in advanced computing
systems. |
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DOI: | 10.48550/arxiv.2412.06256 |