论文标题
单个基于VO2的振荡器的切换动力学作为神经网络的元素
Switching dynamics of single and coupled VO2-based oscillators as elements of neural networks
论文作者
论文摘要
在本文中,我们报告了基于电阻和电容耦合的单个和基于VO2的振荡器的开关动力学,并探索了它们在振荡性神经网络中应用的能力。基于这些结果,我们进一步选择了一个足够的香料模型来描述耦合振荡器电路的操作模式。确定了影响向前和反向电动切换的时间(确定拟议模型的适用性限制)的物理机制。对于电阻耦合,表明同步发生在耦合电阻的一定值下进行,尽管它是不稳定的,并且会定期进行同步失效。对于电容耦合,发现了两个具有弱和强耦合的同步模式。这些模式之间的过渡伴随着混乱的振荡。检测到弱耦合模式下频谱谐波的宽度的减小,并检测到强耦合1的增加。发现频率的依赖性和耦合振荡电路对耦合电容的依赖性。展示了耦合VO2振荡器作为中央模式发生器的操作示例。
In the present paper, we report on the switching dynamics of both single and coupled VO2-based oscillators, with resistive and capacitive coupling, and explore the capability of their application in oscillatory neural networks. Based on these results, we further select an adequate SPICE model to describe the modes of operation of coupled oscillator circuits. Physical mechanisms influencing the time of forward and reverse electrical switching, that determine the applicability limits of the proposed model, are identified. For the resistive coupling, it is shown that synchronization takes place at a certain value of the coupling resistance, though it is unstable and a synchronization failure occurs periodically. For the capacitive coupling, two synchronization modes, with weak and strong coupling, are found. The transition between these modes is accompanied by chaotic oscillations. A decrease in the width of the spectrum harmonics in the weak-coupling mode, and its increase in the strong-coupling one, is detected. The dependences of frequencies and phase differences of the coupled oscillatory circuits on the coupling capacitance are found. Examples of operation of coupled VO2 oscillators as a central pattern generator are demonstrated.