在斜坡模型实验中对具有成本效益的电容式湿度传感器进行校准和性能评估
Muhammad Nurjati Hidayat1, Hemanta Hazarika1, Haruichi Kanaya2
1Graduate School of Engineering, Kyushu University, Fukuoka 819-0395, Japan.
Sensors (Basel, Switzerland)
|January 8, 2025
概括
低成本的电容性土壤湿度传感器可以为山体滑坡预警系统进行校准. 多项式校准方程提高了准确性,显示了有效的坡度稳定性监测的潜力.
科学领域:
- 地质技术工程 地质技术工程
- 环境监测 环境监测
- 传感器技术 传感器技术
背景情况:
- 斜坡的故障,特别是降雨引起的山体滑坡,存在重大风险.
- 准确的土壤湿度监测对于山体滑坡预警系统至关重要.
- 现有的传感器通常需要为特定的土壤类型进行昂贵的校准.
研究的目的:
- 为了评估一个低成本的电容土壤湿度传感器 (SKU:SEN0193) 用于滑坡风险评估.
- 在人工降雨条件下,为砂开发土壤特定的校准方程.
- 将传感器与物联网 (IoT) 自动监控系统集成.
主要方法:
- 基于实验室的土壤特定校准电容土壤湿度传感器.
- 使用多项式函数开发校准方程.
- 通过人工降雨的斜率模型实验验,验证校准.
- 与物联网系统集成,用于自动获取数据.
主要成果:
- 多项式函数提供了最适合传感器校准的方法,R2值从0.918到0.983.
- 根平均平方误差 (RMSE) 从1.171到2.488不等,表明模型性能良好.
- 经过验证的传感器读数显示,与实际的土壤水分含量差异约为12%.
结论:
- 校准的低成本电容式土壤湿度传感器证明了准确的山体滑坡预警系统的潜力.
- 对土壤的特定校准对于这些传感器的可靠性能至关重要.
- 与物联网的集成使得成本效益高,广泛部署用于斜坡稳定性监测.
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