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Low-Loss Photonic Reservoir Computing with Multimode Photonic Integrated Circuits

机译:采用多模光子集成电路的低损耗光子储层计算

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We present a numerical study of a passive integrated photonics reservoir computing platform based on multimodal Y-junctions. We propose a novel design of this junction where the level of adiabaticity is carefully tailored to capture the radiation loss in higher-order modes, while at the same time providing additional mode mixing that increases the richness of the reservoir dynamics. With this design, we report an overall average combination efficiency of 61% compared to the standard 50% for the single-mode case. We demonstrate that with this design, much more power is able to reach the distant nodes of the reservoir, leading to increased scaling prospects. We use the example of a header recognition task to confirm that such a reservoir can be used for bit-level processing tasks. The design itself is CMOS-compatible and can be fabricated through the known standard fabrication procedures.
机译:我们目前基于多峰Y型结的无源集成光子储层计算平台的数值研究。我们提出了一种新颖的交界处设计,其中绝热水平被精心定制以捕获高阶模态下的辐射损失,同时提供额外的模态混合,从而增加了储层动力学的丰富性。通过这种设计,我们报告的整体平均组合效率为61%,而单模情况下的标准平均组合效率为50%。我们证明,通过这种设计,更多的功率能够到达水库的远处节点,从而导致规模扩大前景。我们使用标头识别任务的示例来确认这种存储库可用于位级处理任务。设计本身是CMOS兼容的,可以通过已知的标准制造程序进行制造。

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