Markov Chain Signal Generation Based on Single Magnetic Tunnel Junction

Xihui Yuan, Jiajia Jian,Zheng Chai, Suihuan An, Yawei Gao,Xue Zhou,Jian Fu Zhang,Weidong Zhang,Tai Min

IEEE ELECTRON DEVICE LETTERS(2023)

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摘要
Markov chain (MC) is a stochastic model that describes a sequence of events where the probability of each event depends only on the previous state. Such memoryless property makes MC widely used in machine learning and encryption, but the hardware implementation of MC generation remains challenging. This paper presents a hardware solution for generating MC signals using only one industry-ready magnetic tunnel junction (MTJ). High quality standard MC signal has been generated with low error and good randomness. The proposed solution also demonstrates the potential in increasing the generation speed. The presented solution offers a hardware-friendly implementation of MC signal in semiconductor chips.
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关键词
Magnetic tunneling,Spintronics,Junctions,Probabilistic logic,Markov processes,Markov chain,magnetic tunnel junction,probabilistic switching,spintronic devices
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