智能家居中的高效连接:通过物联网基础设施提高生活舒适性
Hamdy M Youssef1, Radwa Ahmed Osman2, Alaa A El-Bary2,3,4
1Mechanical Engineering Department, College of Engineering and Architecture, Umm Al Qura University, Makkah 21955, Saudi Arabia.
Sensors (Basel, Switzerland)
|May 11, 2024
概括
这项研究介绍了一种智能物联网 (IoT) 系统,以减少智能家居设备干扰. 结合深度学习和优化的混合方法提高了数据接收的可靠性.
科学领域:
- 计算机科学 计算机科学
- 电气工程 电气工程
- 人工智能的人工智能
背景情况:
- 智能家居设备提供方便,但由于干扰而面临通信挑战.
- 不同传输系统的干扰会降低智能家居网络的性能.
- 有效的数据共享对于互联智能家居系统的功能至关重要.
研究的目的:
- 为减少智能家居设备间的干扰提供一个新的框架.
- 提高智能家居环境中的通信可靠性和数据接收.
- 探索深度学习和数学优化的协同应用,用于干扰管理.
主要方法:
- 开发了一个智能物联网 (IoT) 系统,结合了自适应通信协议和干扰管理算法.
- 创建了一个动态资源配置的优化模型,包括频道和传输功率.
- 集成了一种深度学习技术,用于使用实时和历史数据进行自适应干扰模式预测.
主要成果:
- 混合策略有效地减少干扰,从而提高数据接收性能.
- 深度学习组件适应动态干扰,而优化模型有效地管理资源.
- 实验结果证明了该系统在各种智能家居场景中的强度和灵活性.
结论:
- 拟议的框架提供了一个全面的解决方案,用于减少智能家居中的干扰.
- 结合深度学习和数学优化,显著提高了智能家居数据接收的可靠性.
- 这项研究为更强大,更可靠的智能家居通信网络铺平了道路.
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