基于物联网的智能和自动灌系统使用模糊控制技术
Xinying Liu1, Zhihuan Zhao2, Amin Rezaeipanah3
1School of Mechanical and Electronic Engineering, Shandong Agricultural and Engineering University, Jinan, 250100, Shandong, China.
Scientific reports
|April 25, 2025
概括
本研究介绍了一个智能,低成本的智能灌系统,使用物联网 (IoT) 和模糊逻辑. 该系统优化了农业的用水量,提高了效率,减少了可持续农业的浪费.
科学领域:
- 农业工程 农业工程
- 计算机科学 计算机科学
- 环境科学 环境科学
背景情况:
- 农业中不有效的灌方法导致大量的水消耗和浪费.
- 智能灌系统,利用物联网 (IoT),为优化用水提供解决方案.
- 实时传感器数据对于提高灌效率和农业产量至关重要.
研究的目的:
- 开发一个自动,低成本和智能灌系统.
- 通过智能技术优化用水,提高农业生产力.
- 为现代农业和资源保护提供可扩展和适应的解决方案.
主要方法:
- 使用模糊的基于规则的推断方法来做出最佳的灌决策.
- 实施一个能源意识的路由算法,以实现高效的数据传输.
- 集成传感器数据,通过移动设备实时监控和远程控制.
主要成果:
- 与DLQR,SPIS和FWIS算法相比,提出的系统表现出优越的性能.
- 在网络寿命方面取得了显著的改进,并降低了电力消耗.
- 验证了系统在优化灌和节约资源方面的有效性.
结论:
- 开发的智能灌系统是有效的,经济高效的,可移植用于各种农业环境.
- 通过提高水效率和尽量减少资源浪费,为可持续农业做出贡献.
- 提供了一个可扩展的解决方案,用于在现代农业实践中加强灌管理.
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