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具有低功耗突触仿生潜力的(1–x)Bi0.88Nd0.12FeO3–xCaBi4Ti4O15薄膜中的可调谐电容性电阻开关特性
Tunable capacitive resistance switching with low-power synaptic bionic potential in (1–x)Bi0.88Nd0.12FeO3–xCaBi4Ti4O15 thin films
| 作者 | Wenlong Liu · Jin Zong · Di Li · Jiahua Wei · Qibin Yuan |
| 期刊 | Journal of Materials Science: Materials in Electronics |
| 出版日期 | 2025年1月 |
| 卷/期 | 第 36.0 卷 |
| 技术分类 | 电动汽车驱动 |
| 技术标签 | 深度学习 |
| 相关度评分 | ★★★★★ 5.0 / 5.0 |
| 关键词 | 忆阻器 非易失性电阻开关 仿生突触 溶胶-凝胶法 忆阻特性 |
语言:
中文摘要
由于忆阻器具有独特的非线性、记忆性和局部活性,使其在神经网络计算系统中展现出广阔的应用前景,尤其是在低功耗、非易失性和自适应能力方面。本文采用溶胶-凝胶法制备了Au/(1-x)Bi0.88Nd0.12FeO3–xCaBi4Ti4O15(BNFO-CBTO,x = 0.1, 0.2, 0.3, 0.4, 0.5)非易失性存储器件,该器件表现出明显的电阻开关(RS)行为。(1-x)BNFO-xCBTO样品的电容性电阻开关行为可通过CBTO相进行调控,即CBTO相含量越高,电容性电阻开关现象越显著。此外,CBTO相还改善了(1–x)BNFO–xCBTO样品的循环疲劳特性。其中,0.6BNFO-0.4CBTO样品表现出最低的工作电流(约1nA–100nA)。进一步地,本文还模拟了多阻态行为、导电机制以及突触类行为,包括电导的连续调节、双脉冲易化(PPF)行为和兴奋性突触后电流(EPSC)。结果表明,0.6BNFO-0.4CBTO非易失性存储器件具备可调谐的异常电阻开关特性、低功耗突触仿生潜力以及一系列类突触行为,为将电阻开关行为应用于高性能、低功耗的类脑神经形态模拟及下一代信息存储器件提供了新的机遇。
English Abstract
A memristor with a low power consumption, non-volatility, and adaptive abilities complex has a promising prospect in neural network computing systems due to its unique nonlinearity, memory, and local activity. Here, the Au/(1-x)Bi 0.88 Nd 0.12 FeO 3 -xCaBi 4 Ti 4 O 15 (BNFO-CBTO, x = 0.1, 0.2, 0.3, 0.4, 0.5) non-volatile memory devices with resistance-switching (RS) behaviors are fabricated by sol–gel method. The (1-x) BNFO-xCBTO samples exhibit a tunable capacitive resistive switching behavior by the CBTO phase, i.e., the higher the content of the CBTO phase, the more obvious the phenomenon of capacitive resistance-switching behavior. Moreover, the CBTO phase improves the cyclic fatigue characteristics of the (1–x)BNFO–xCBTO samples. The lowest operating current (~ 1nA-100nA) is observed in the 0.6BNFO-0.4CBTO sample. Further, the multiple resistance states, conductive mechanisms, and synaptic behaviors with conductance continuous modulation, paired-pulse facilitation (PPF) behaviors, and excitatory postsynaptic current (EPSC) are also simulated. The 0.6BNFO-0.4CBTO non-volatile memory device with tunable abnormal resistance switching, low-power synaptic bionic potential, and a series of synaptic-like behaviors can provide a new opportunity to apply the RS behavior in high-performance computing with low power consuming, brain-like neuromorphic mimicry, and next-generation information-storage devices.
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SunView 深度解读
该忆阻器薄膜技术展现的超低功耗(nA级)非易失性存储特性,对阳光电源储能系统ST系列PCS的状态记忆单元及电动汽车驱动控制器具有应用潜力。其类突触行为模拟能力可启发iSolarCloud平台的神经网络预测性维护算法优化,特别是在电池SOC/SOH估算中引入忆阻器非线性特性,可降低边缘计算功耗。材料可调电阻开关特性为功率器件栅极驱动电路的参数自适应控制提供新思路,有助于提升SiC/GaN器件在高频开关工况下的可靠性与能效表理。