论文标题
使用耦合振荡器的高阶同步储层计算
Reservoir Computing using High Order Synchronization of Coupled Oscillators
论文作者
论文摘要
我们提出了一个使用高阶同步效应在振荡器上计算储层计算的概念。储层输出以振荡器同步指标的形式表示：分数高阶同步值和同步效率，以百分比表示。使用在VO2开关上构建的两个耦合放松振荡器，我们创建了一个振荡器储层，允许模拟XOR操作。储层可以像静态输入数据（功率电流，耦合力）一样运行，就像以尖峰序列形式的动态数据一样。储层具有少量的振荡器和显着的非线性性，表达了广泛的动态状态。提出的计算概念可以在各种自然的振荡器上实现。
We propose a concept for reservoir computing on oscillators using the high-order synchronization effect. The reservoir output is presented in the form of oscillator synchronization metrics: fractional high-order synchronization value and synchronization efficiency, expressed as a percentage. Using two coupled relaxation oscillators built on VO2 switches, we created an oscillator reservoir that allows simulating the XOR operation. The reservoir can operate as with static input data (power currents, coupling forces), as with dynamic data in the form of spike sequences. Having a small number of oscillators and significant non-linearity, the reservoir expresses a wide range of dynamic states. The proposed computing concept can be implemented on oscillators of diverse nature.
