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施罗丁格的红色超过65,000像素/英寸通过自由形态元原子的多极相互作用通过高效的神经优化器
Ronghui Lin1, Vytautas Valuckas1, Thi Thu Ha Do1
1Agency for Science, Technology and Research (A*STAR), Institute of Materials Research and Engineering (IMRE), 2 Fusionopolis Way, Innovis #08-03, Singapore, 138634, Republic of Singapore.
Advanced science (Weinheim, Baden-Wurttemberg, Germany)
|December 14, 2023
概括
一个新的混合神经优化器有效地设计了自由形式的纳米结构,以获得充满活力,独立于偏振的红色. 这种方法加速了先进光学组件和半导体的开发.
科学领域:
- 纳米光子和元材料
- 计算电磁学 计算机电磁学
- 光学工程是指光学工程.
背景情况:
- 自由形式的纳米结构为量身定制的光谱反应提供复杂的共振.
- 优化纳米结构设计的计算要求很高,并且往往缺乏物理洞察力.
- 现有的方法与自由形式设计空间的高维度作斗争.
研究的目的:
- 为共振纳米结构开发一个数据高效的神经优化器.
- 允许设计具有特定光学特性的自由形式纳米结构.
- 展示光学中介设备的计算效率高的设计方法.
主要方法:
- 这是一种混合方法,结合了强化学习和威尔的局部优化.
- 利用数据高效的神经网络进行设计优化.
- 案例研究:为和红色设计纳米结构.
主要成果:
- 获得高度和的红色 (CIE坐标为0.677,0.304) 具有极化独立性.
- 证明了高反射率 (>85%) 和广的视角 (±25°).
- 在单个纳米结构中归因于泛化的多极干扰的性能.
结论:
- 混合优化器显著加速自由形式纳米结构的设计.
- 开发的方法使高性能平面光学元件和半导体设备成为可能.
- 这种方法扩展了用于先进纳米光子应用的光学设计工具箱.
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