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In-Plane Ferroelectric Tin Monosulfide and Its Application in a Ferroelectric Analog Synaptic Device

机译:在铁电模拟突触装置中的平面内铁电锡单硫化物及其应用

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摘要

Two-dimensional ferroelectrics is attractive for synaptic device applications because of its low power consumption and amenability to high-density device integration. Here, we demonstrate that tin monosulfide (SnS) films less than 6 nm thick show optimum performance as a semiconductor channel in an in-plane ferroelectric analogue synaptic device, whereas thicker films have a much poorer ferroelectric response due to screening effects by a higher concentration of charge carriers. The SnS ferroelectric device exhibits synaptic behaviors with highly stable room-temperature operation, high linearity in potentiation/depression, long retention, and low cycle-tocycle/device-to-device variations. The simulated device based on ferroelectric SnS achieves similar to 92.1% pattern recognition accuracy in an artificial neural network simulation. By switching the ferroelectric domains partially, multilevel conductance states and the conductance ratio can be obtained, achieving high pattern recognition accuracy.
机译:由于其低功耗和高密度设备集成,二维铁电器对于突触装置应用具有吸引力。在这里,我们证明锡硫化物(SNS)薄膜小于6nm厚度,显示出作为内部铁电模拟突触装置中的半导体通道的最佳性能,而较厚的薄膜由于较高浓度的筛选效果而具有更差的铁电反应电荷载体。 SNS铁电器件表现出具有高度稳定室温操作的突触行为,电压/凹陷的高线性度,长度保持和低循环到循环/设备到装置变化。基于铁电SNS的模拟装置实现了人工神经网络仿真中的类似于92.1%的图案识别精度。通过部分地,可以获得多级电导状态和电导比率,实现高模式识别精度。

著录项

  • 来源
    《ACS nano》 |2020年第6期|共11页
  • 作者单位

    Shenzhen Univ Engn Technol Res Ctr 2D Mat Informat Funct Device Coll Optoelect Engn SZU NUS Collaborat Ctr Shenzhen 518060 Peoples R China;

    Natl Univ Singapore NUS Dept Chem Singapore 117543 Singapore;

    Natl Univ Singapore NUS Dept Chem Singapore 117543 Singapore;

    Natl Univ Singapore NUS Dept Chem Singapore 117543 Singapore;

    Natl Univ Singapore NUS Dept Chem Singapore 117543 Singapore;

    Natl Univ Singapore NUS Dept Chem Singapore 117543 Singapore;

    Shenzhen Univ Engn Technol Res Ctr 2D Mat Informat Funct Device Coll Optoelect Engn SZU NUS Collaborat Ctr Shenzhen 518060 Peoples R China;

    Natl Univ Singapore NUS Dept Chem Singapore 117543 Singapore;

    Natl Univ Singapore NUS Dept Chem Singapore 117543 Singapore;

    Shenzhen Univ Engn Technol Res Ctr 2D Mat Informat Funct Device Coll Optoelect Engn SZU NUS Collaborat Ctr Shenzhen 518060 Peoples R China;

    Shenzhen Univ Engn Technol Res Ctr 2D Mat Informat Funct Device Coll Optoelect Engn SZU NUS Collaborat Ctr Shenzhen 518060 Peoples R China;

    Shenzhen Univ Engn Technol Res Ctr 2D Mat Informat Funct Device Coll Optoelect Engn SZU NUS Collaborat Ctr Shenzhen 518060 Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 分子物理学、原子物理学;
  • 关键词

    two-dimensional materials; ferroelectrics; tin monosulfide; artificial synapse; neuromorphic computing;

    机译:二维材料;铁电;锡硫化物;人工突触;神经形态计算;

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