基于深度学习的偏振依赖切换元面在双频段用于光通信的光学通信
Yihan Yan1, Yunkai Wu1,2, Yangwen Wang1
1College of Big Data and Information Engineering, Guizhou University, Guiyang, 550025, China.
Nanophotonics (Berlin, Germany)
|December 22, 2025
概括
这项研究引入了一个深度学习框架,用于设计能够实现超高速光带切换的超表面. 这种新的方法使用极化调制来实现光学网络中高效,稳定和低功耗的性能.
科学领域:
- 光子学和材料科学 材料科学
- 人工智能和机器学习
背景情况:
- 传统的频段切换技术受到缓慢的速度,高能耗和机械不稳定的影响.
- 超表面为新的光学功能提供了潜力,但需要复杂的设计方法.
研究的目的:
- 开发一个深度学习驱动的框架,用于反向设计的极化多重复合元面.
- 为了实现双光学功能的超表面设计的单步计算发现.
主要方法:
- 开发了一个定制的深度神经网络,集成卷积层和回归模块.
- 框架工程师为精确的光学响应控制设计了次波长元原子.
- 设计和优化了一个表现出极化控制的双频交换的超表面.
主要成果:
- 创建了一个超表面,可以使用直角偏振来切换O频段和C频段传输峰值.
- 这种基于偏振的切换消除了机械元件,提高了效率和稳定性.
- 该设备显示了比机械系统更高的转换效率.
结论:
- 深度学习框架为超表面设计提供了一个强大的和可概括的范式.
- 这种方法使得可重新配置光学网络的超快,智能和高效的光子系统成为可能.
- 经过验证的地表表显示了光通信技术的重大进步.
相关概念视频
Dielectric Polarization in a Capacitor
5.8K
The presence of a dielectric medium in a capacitor not only changes the voltage and capacitance but also affects the electric field. In general, dielectrics can be of two types: polar and nonpolar. In a polar dielectric, the positive and negative charges in the molecules are separated by a distance and hence have a permanent dipole moment. In contrast, no such charge separation exists in a nonpolar dielectric, however the nonpolar molecules get polarized in the presence of an external electric...
5.8K
Biasing of Metal-Semiconductor Junctions
517
Biasing metal-semiconductor junctions involves applying a voltage across the junction. Specifically, the metal is connected to a voltage source, while the semiconductor is grounded. This technique is essential for controlling the direction and magnitude of current flow in electronic devices, including diodes, transistors, and photovoltaic cells.
In Schottky junctions, where the semiconductor is n-type, applying a positive voltage to the metal relative to the semiconductor reduces its Fermi...
In Schottky junctions, where the semiconductor is n-type, applying a positive voltage to the metal relative to the semiconductor reduces its Fermi...
517
Potential Due to a Polarized Object
702
A neutral atom consists of a positively charged nucleus surrounded by a negatively charged electron cloud. When placed in an external electric field, the external electric force pulls the electrons and nucleus apart, opposite to the intrinsic attraction between the nucleus and the electrons. The opposing forces balance each other with a slight shift between the center of masses of the nucleus and the electron cloud, resulting in a polarized atom. On the other hand, a few molecules, like water,...
702
Dual Nature of Electromagnetic (EM) Radiation
3.6K
Electromagnetic (EM) radiation consists of electric and magnetic field components oscillating in planes perpendicular to each other and mutually perpendicular to radiation propagation through space. EM radiation can be classified as a wave, characterized by the properties of waves such as wavelength (denoted as λ) and frequency (represented by ν).
Wavelength is the distance between two consecutive peaks (the highest point) or troughs (the lowest point) in the wave. Frequency is the number of...
Wavelength is the distance between two consecutive peaks (the highest point) or troughs (the lowest point) in the wave. Frequency is the number of...
3.6K


