模拟开关氧化铌忆阻器的SPICE紧凑模型

R. Schroedter, A. S. Demirkol, A. Ascoli, R. Tetzlaff, Eter Mgeladze, M. Herzig, S. Slesazeck, T. Mikolajick
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引用次数: 3

摘要

在本文中,我们提出了一种基于氧化铌的模拟开关记忆器件的紧凑SPICE模型,并通过其紧凑模型在8 × 8电阻交叉棒阵列的模拟中利用它来研究其作为突触元件的功能。特别是考虑到神经网络计算任务的von Neumann瓶颈,记忆交叉棒阵列提供了一种潜在的内存计算解决方案,可以执行高度并行的矩阵向量乘法并降低能耗。特别是,具有内在自顺应性的多电平开关忆阻器件注定要用于交叉操作。基于双层Ti/ al2o3 /Nb2O5/Ti堆叠的实验结果,推导了一个紧凑的物理模型,并假设了潜在的Poole-Frenkel发射机制。通过将非线性I-V关系和状态函数拟合到测量数据中,证明了模型在I-V行为、动态路径图和功率指数图方面具有较高的模型精度,验证了电压驱动扩展忆阻器的模拟渐进开关。本文介绍了带并联和串联电阻的铁心忆阻的SPICE实现,并介绍了其在模拟和多忆阻电路开发中的应用。采用SPICE模型,研究和讨论了在电位横杆应用中执行突触增强和抑制行为的开关动力学。
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SPICE Compact Model for an Analog Switching Niobium Oxide Memristor
In this paper, we present a compact SPICE model of an analog switching memristive device based on niobium oxide and investigate the functionality of the same as a synapse element through its compact model by utilizing it in a simulation of an 8x8 resistive crossbar array. Considering especially the von Neumann bottleneck for neural network computing tasks, memristive crossbar arrays offer a potential in-memory computing solution performing highly parallel matrix-vector multiplication and reducing the energy consumption. In particular, multi-level switching memristive devices with intrinsic self-compliance are predestined for crossbar operations. Based on experimental results of a bi-layer Ti/Al2 O3/Nb2O5/Ti stack, a compact physical model was recently derived, assuming an underlying Poole-Frenkel emission mechanism. High model accuracy in terms of I-V behaviors, dynamic route map and power exponent plots were demonstrated by fitting the nonlinear I-V relation and the state function to measurement data, verifying analog gradual switching for the voltage driven extended memristor. In this paper the SPICE implementation for the core memductance accompanied by a parallel and series resistor is introduced and its application for sense analysis via analog and multi-memristor circuit exploitation is presented. Adopting the SPICE model, the switching dynamics is investigated and discussed for performing synaptic potentiation and depression behavior in a potential crossbar application.
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