神经形态工程学
材料科学
计算机科学
人工智能
人工神经网络
作者
Jaeho Shin,Jingon Jang,Chi Hun Choi,Jaegyu Kim,Lucas Eddy,Phelecia Scotland,Lane W. Martin,Yimo Han,James M. Tour
标识
DOI:10.1002/aelm.202400603
摘要
Abstract The development of next‐generation in‐memory and neuromorphic computing can be realized with memory transistors based on 2D ferroelectric semiconductors. Among these, In 2 Se 3 is the interesting since it possesses ferroelectricity in 2D quintuple layers. Synthesis of large amounts of In 2 Se 3 crystals with the desired phase, however, has not been previously achieved. Here, the gram‐scale synthesis of α‐In 2 Se 3 crystals using a flash‐within‐flash Joule heating method is demonstrated. This approach allows the synthesis of single‐phase α‐In 2 Se 3 crystals regardless of the conductance of precursors in the inner tube and enables the synthesis of gram‐scale quantities of α‐In 2 Se 3 crystals. Then, α‐In 2 Se 3 flakes are fabricated and used as a 2D ferroelectric semiconductor FET artificial synaptic device platform. By modulating the degree of polarization in α‐In 2 Se 3 flakes according to the gate electrical pulses, these devices exhibit distinct essential synaptic behaviors. Their synaptic performance shows excellent and robust reliability under repeated electrical pulses. Finally, it is demonstrated that the synaptic devices achieve an estimated learning accuracy of up to ≈87% for Modified National Institute of Standards and Technology patterns in a single‐layer neural network system.
科研通智能强力驱动
Strongly Powered by AbleSci AI