论文标题
端到端的纳米光逆设计,用于成像和极化法
End-to-End Nanophotonic Inverse Design for Imaging and Polarimetry
论文作者
论文摘要
通过与图像处理后端共同设计荟萃方面的前端,我们证明了噪声敏感性和紧凑性在基本上优于仅光学或仅计算方法,并通过两个示例说明了两个示例:亚波长度成像和全面偏光矩阵的多个光源的全面偏光矩阵的重构。我们的端到端逆设计将完整的Maxwell方程的解决方案融合在一起 - 利用次波长散射器中引起的波物理的所有方面 - 与单个大规模优化中的逆散射算法,涉及$ \ gtrsim 10^4美元的自由度。所得的结构以与常规镜头或随机微观结构极大不同的方式散射光,并通过几个数量级来抑制反向散射计算的噪声灵敏度。结合全波物理学对于检测被几何光学和标量衍射理论丢弃的光谱和极化信息特别重要。
By co-designing a meta-optical front end in conjunction with an image-processing back end, we demonstrate noise sensitivity and compactness substantially superior to either an optics-only or a computation-only approach, illustrated by two examples: subwavelength imaging and reconstruction of the full polarization coherence matrices of multiple light sources. Our end-to-end inverse designs couple the solution of the full Maxwell equations---exploiting all aspects of wave physics arising in subwavelength scatterers---with inverse-scattering algorithms in a single large-scale optimization involving $\gtrsim 10^4$ degrees of freedom. The resulting structures scatter light in a way that is radically different from either a conventional lens or a random microstructure, and suppress the noise sensitivity of the inverse-scattering computation by several orders of magnitude. Incorporating the full wave physics is especially crucial for detecting spectral and polarization information that is discarded by geometric optics and scalar diffraction theory.