Scalable Ising Computer Based on Ultra-Fast Field-Free Spin Orbit Torque Stochastic Device with Extreme 1-Bit Quantization
2022 INTERNATIONAL ELECTRON DEVICES MEETING, IEDM(2022)
摘要
The Ising computer has great potential to solve complicated combinatorial optimization problems which beyond the capability of conventional computer unless the two major obstacles of easy-control high-speed low-power individual P-Bit and scalable large P-Bit array are overcame. In this work, an ultra-fast field-free P-Bit tunable by Spin Orbit Torque (SOT) Effect is proposed and carefully verified by throughout experimental measurement. Further, for the first time, an extreme 1-Bit quantization method against device variation is proposed for the hardware implementation of Ising computer with large P-Bit array. A novel Pareto front analysis methodology of Kullback-Leibler Divergence (KLD) is proposed to provide the practical and convenient criteria for the scalability judgement to large P-Bit array.
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关键词
1-bit quantization,combinatorial optimization problems,device variation,hardware implementation,high-speed low-power individual P-bit array,Ising computer,KLD,Kullback-Leibler divergence,P-bit array,Pareto front analysis,scalability judgement,SOT,spin orbit torque effect,ultra-fast field-free spin orbit torque stochastic device
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