智能通信的多式模式最佳基站选择网络
Haie Dou1,2,3, Xinyu Zhan1,2, Xinyu Zhang1,2
1School of Communication and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing 210003, China.
Sensors (Basel, Switzerland)
|November 27, 2025
概括
本研究介绍了多模式最佳基站选择网络 (MOBS-Net),以实现更好的无线通信. 在动态环境中,MOBS-Net使用组合数据进行精确的基站选择和预测.
科学领域:
- 无线通信系统无线通信系统
- 人工智能在网络中的作用
背景情况:
- 下一代无线系统在基站选择方面面临挑战,原因是基站密度高和动态通道条件.
- 传统的单模方法仅使用通道或位置数据,对于复杂的无线场景是不够的,导致非最佳决策.
研究的目的:
- 开发一个新的网络,MOBS-Net,集成多式模式的空间和时间信息,以实现最佳的基站判断和主动预测.
- 在准确选择基站时克服单模方法的局限性.
主要方法:
- 判断模块使用卷积神经网络 (CNN) 进行图像语义和基于变压器的融合机制来结合图像,位置和通道特征.
- 预测模块采用多式联网序列数据和大型多式联网模型来提取时间语义以进行主动切换.
主要成果:
- 在最佳基站判断中,MOBS-Net实现了92.20%的准确性.
- MOBS-Net在预测任务中显示了91.5%的准确性,显著超过单模基线.
结论:
- 在动态无线环境中,MOBS-Net有效地集成多式联网信息,用于智能基站决策.
- 拟议的网络为优化基站选择和预测提供了可靠和有效的解决方案.
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