对信号中继,发射器和处理器的智能超表面的进展
Chao Qian1,2,3, Longwei Tian4, Hongsheng Chen5,6,7
1ZJU-UIUC Institute, Interdisciplinary Center for Quantum Information, State Key Laboratory of Extreme Photonics and Instrumentation, Zhejiang University, Hangzhou, China. chaoq@intl.zju.edu.cn.
Light, science & applications
|February 24, 2025
概括
智能超表面通过重塑环境,为无线通信提供绿色解决方案. 这些智能表面充当中继,发射器和处理器,通过深度学习适应不断变化的条件.
科学领域:
- 电气工程 电气工程
- 计算机科学 计算机科学
- 材料科学 材料科学 材料科学
背景情况:
- 无线通信中的高数据速率使得频谱资源有限.
- 为信号补偿而部署主动节点会产生高成本和干扰.
- 传统的方法被动地适应无线环境.
研究的目的:
- 为无线通信中的智能超表面提供统一的视角.
- 探索智能超表面如何重塑无线环境.
- 审查智能超表面的进展和未来方向.
主要方法:
- 无线通道的建模和地表进化 (被动,主动,智能).
- 集成深度学习算法用于环境适应.
- 实验进步和实际实施挑战的概述.
主要成果:
- 智能超表面可以作为信号继电器,发射器和处理器.
- 深度学习能够自主适应动态的无线环境.
- 实验进展证明了智能超表面的潜力.
结论:
- 智能超表面为无线通信提供了一个新的,节能的范式.
- 实际实施的关键挑战包括:
- 未来的研究方向包括增益元表面和知识迁移.
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