通过人工智能赋能纳米光子应用:途径,进展和前景
Wei Chen1,2, Shuya Yang1, Yiming Yan1
1Institute of Electromagnetics and Acoustics and Key Laboratory of Electromagnetic Wave Science and Detection Technology, Xiamen University, Xiamen, Fujian 361005, China.
Nanophotonics (Berlin, Germany)
|February 20, 2025
概括
人工智能 (AI) 正在通过克服设计挑战来彻底改变纳米光子学. 人工智能能够有效地探索和优化复杂的纳米光子系统,加速发现新的功能.
科学领域:
- 纳米光子学 纳米光子学
- 人工智能的人工智能
- 计算工程 计算工程 计算工程
背景情况:
- 传统的纳米光子设备开发面临由于高维设计空间和计算低效率的限制.
- 人工智能 (AI) 为科学研究和工程中的这些挑战提供了先进的解决方案.
研究的目的:
- 审查人工智能驱动技术对纳米光子设备设计和优化的变革性影响.
- 突出AI在加速发现新型纳米光子功能和材料方面的作用.
主要方法:
- 探索人工智能驱动的技术,以高效设计太空导航.
- 使用AI算法优化复杂的参数系统.
- 高精度的纳米光子材料和设备的性能预测.
主要成果:
- 人工智能显著加速了新型纳米光子功能的发现.
- 新兴的人工智能领域,如衍射神经网络和量子机器学习,显示出有希望的结果.
- 人工智能应用扩展到光学图像识别和复杂设备集成.
结论:
- 人工智能驱动的方法对于开发高效,紧的光学设备至关重要.
- 这些进步为下一代具有增强能力的纳米光子系统铺平了道路.
- 人工智能集成对于纳米光子和光学工程的未来创新至关重要.
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