神经网络分类的束携带轨道角动量后传播通过受控实验生成的光学流
概括
一个卷积神经网络 (CNN) 在光学流中解码拉盖尔-高斯束. 多样化光束强度配置可以提高分类准确性,这对于强大的光通信系统至关重要.
科学领域:
- 光学物理学的光学物理.
- 机器学习是机器学习.
- 自由空间光学通信的自由空间.
背景情况:
- 轨道角动量 (OAM) 复杂化提供了高数据容量.
- 光学流降低了OAM光束质量,造成了通信挑战.
- 卷积神经网络 (CNN) 显示出信号解复合的前景.
研究的目的:
- 开发和评估一种基于CNN的方法,用于去多重化空间多重化的拉盖尔-高斯梁.
- 提出一种方法来优化字母表设计,以提高分类率.
- 评估CNN在各种水下和模拟光学流环境中的表现.
主要方法:
- 空间多重化的拉盖尔-高斯束的生成.
- 三个256符号字母的设计,具有不同的强度配置.
- 通过不同的光学流条件 (RB对流,尼基肖夫光谱,热点源) 传播光束.
- 使用CNN进行解复和分类.
主要成果:
- 实现了93.1% (RB),99.99% (模拟) 和48.5% (点源) 的分类准确率.
- 美国有线电视新闻网成功地将复杂的字母符号分类为强光流.
- 符号强度配置的多样化被认为是高分类准确性的关键.
结论:
- 有了足够的训练数据,CNN可以在动荡的环境中有效地分类OAM光束.
- 字母表的设计,特别是强度配置的多样性,显著影响了分类性能.
- 这种方法在具有挑战性的条件下可用于稳健的光通信.
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