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基于SiO2的倒相感测MOS电容性突触器件用于神经形态计算
Inversion-sensing SiO2-based MOS capacitive synapse for neuromorphic computing
| 作者 | |
| 期刊 | Applied Physics Letters |
| 出版日期 | 2025年1月 |
| 卷/期 | 第 126 卷 第 21 期 |
| 技术分类 | 电动汽车驱动 |
| 技术标签 | 多物理场耦合 |
| 相关度评分 | ★★★★ 4.0 / 5.0 |
| 关键词 | 电容突触器件 横向耦合效应 灵敏度 多态电容调制 可扩展性 |
语言:
中文摘要
本研究提出一种基于同心金属-氧化物-半导体结构中横向耦合效应的SiO2基电容性突触器件。该器件在低编程电压VPGM = -2.5 V下实现了24的CHCS/CLCS比。TCAD仿真表明,当氧化层有效正电荷密度超过2.8×10¹¹ cm⁻²时,仅5×10⁹ cm⁻²的微小变化即可显著影响反型区电容值,从而实现多态电容调控。通过调节脉冲数量和操作电压,可实现精细的电导调制。器件具备良好的可扩展性,且更换栅介质材料有望进一步提升开关比。横向耦合效应为电荷俘获型器件性能优化提供了新途径。
English Abstract
In this work, an inversion-sensing SiO2-based capacitive synapse device was introduced by using the lateral coupling effect in a concentric metal–oxide–semiconductor structure. The device achieved a CHCS/CLCS ratio of 24 with a low programming voltage of VPGM = −2.5 V. Technology Computer Aided Design (TCAD) simulations confirmed the device's high sensitivity to changes in external charges. For oxide with an effective positive charge density (Neff) exceeding 2.8×1011 cm−2, a small variation of 5×109 cm−2 could influence a lot in the capacitance value of the device in the inversion region. This sensitivity enabled multi-state capacitance modulation by adjusting the number of pulses and operating voltages. Additionally, the scalability of the device was validated through simulations. The on/off ratio could be further improved by substituting the gate dielectric material. Overall, the lateral coupling effect not only enhances the performance of charge-trapping-based devices but also provi
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SunView 深度解读
该SiO2基电容性突触器件的多态电容调控技术对阳光电源功率器件及控制系统具有前瞻性启发。其低电压(-2.5V)实现24倍电容比的横向耦合效应,可借鉴应用于ST储能变流器和SG逆变器的栅极驱动优化,降低SiC/GaN器件开关损耗。神经形态计算的多态调制特性为构网型GFM控制算法提供新思路,可增强PowerTitan储能系统的自适应并网能力。电荷俘获机制对iSolarCloud平台的功率器件老化预测模型有参考价值,通过监测栅氧化层电荷密度变化实现IGBT/MOSFET的预测性维护,提升车载OBC和充电桩的可靠性。该技术的可扩展性为新一代智能功率模块的集成化设计提供了材料学基础。