特拉赫兹与人工智能相遇:最先进的技术状态
Arshad Farhad1, Jae-Young Pyun1
1Department of Information and Communication Engineering, Chosun University, Gwangju 61452, Republic of Korea.
Sensors (Basel, Switzerland)
|June 10, 2023
概括
太赫兹 (THz) 通信通过利用其庞大的频谱为6G无线网络提供解决方案. 人工智能 (AI) 通过改进资源管理和性能优化来增强THz系统.
科学领域:
- 无线通信工程 无线通信工程
- 信号处理 信号处理
- 人工智能的人工智能
背景情况:
- 太赫兹 (THz) 频谱 (0.1-10 THz) 为4G-LTE和5G网络的频谱短缺提供了解决方案.
- THz技术对于先进的应用程序至关重要,例如每秒1TB的回程,超高清流媒体和虚拟/增强现实.
- 目前的无线系统面临着容量和频谱可用性的限制.
研究的目的:
- 调查人工智能 (AI) 在太赫兹 (THz) 通信系统中的整合情况.
- 分析AI在THz通信中的挑战,潜力和局限性.
- 审查现有的平台,并为人工智能驱动的THz网络提出未来的战略.
主要方法:
- 对THz通信中的AI应用现有文献的审查.
- 分析人工智能技术,包括深度学习,联合学习和强化学习.
- 对THz系统的商业平台,测试台和模拟器进行检查.
主要成果:
- 人工智能广泛用于资源管理,频谱分配,调制,干扰减轻,束形和THz的MAC层协议.
- 通过人工智能集成,THz通信性能得到了显著的改进.
- 有各种平台和模拟器可用于THz的研究和开发.
结论:
- 人工智能对于释放6G及以后THz通信的全部潜力至关重要.
- 进一步开发人工智能方法和模拟器对于推进THz技术至关重要.
- 未来的研究应该专注于加强强大的THz网络的AI算法和模拟工具.
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