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端到端学习的衍射成像系统 lithography 适应设计使用层次动态模拟.

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    科学领域:

    • 计算机成像成像技术
    • 光学系统的设计设计.
    • 石版画是一种刻画.

    背景情况:

    • 现有的衍射成像系统设计方法与高效的衍射模拟作斗争.
    • 石版工艺高度错误会对成像系统性能产生负面影响,原因是与连续模型的偏差.

    研究的目的:

    • 提出一个端到端衍射成像系统设计方法,该设计方法结合了石版工艺特征.
    • 为了减轻波折光学元件 (DOE) 的高度误差的影响.

    主要方法:

    • 利用一个层次的离散模型进行模拟,限制了 lithography 的高度分布.
    • 在点差函数 (PSF) 计算中实现了动态零填充,以提高速度.
    • 共同优化了能源部和图像重建网络 (关闭的Wiener-Lucy链) 的端到端.

    主要成果:

    • 在PSF计算中实现了51.78%的速度增加.
    • 与连续的DOE设计相比,拟议的方法显示出对高度错误的更高的稳定性.
    • 重建的图像显示PSNR小幅下降0.3dB,但改进了对错误的容忍度.

    结论:

    • 开发的方法有效地将石版工艺的限制整合到DOE设计中.
    • 这种方法为面对制造缺陷的衍射成像系统提供了强大的解决方案.
    • 为未来的DOE设计提供了有价值的参考,考虑到制造过程的特点.