Nandi Rajesh, Shrestha Dev
Department of Chemical & Biological Engineering, University of Idaho, Moscow, ID 83844, USA.
Sensors (Basel). 2024 Sep 11;24(18):5886. doi: 10.3390/s24185886.
The accuracy and unit cost of sensors are important factors for a continuous soil moisture monitoring system. This study compares the accuracy of four soil moisture sensors differing in unit costs in coarse-, fine-, and medium-textured soils. The sensor outputs were recorded for the VWC, ranging from 0% to 50%. Low-cost capacitive and resistive sensors were evaluated with and without the external 16-bit analog-to-digital converter ADS1115 to improve their performances without adding much cost. Without ADS1115, using only Arduino's built-in analog-to-digital converter, the low-cost sensors had a maximum RMSE of 4.79% (/) for resistive sensors and 3.78% for capacitive sensors in medium-textured soil. The addition of ADS1115 showed improved performance of the low-cost sensors, with a maximum RMSE of 2.64% for resistive sensors and 1.87% for capacitive sensors. The higher-end sensors had an RMSE of up to 1.8% for VH400 and up to 0.95% for the 5TM sensor. The RMSE differences between higher-end and low-cost sensors with the use of ADS1115 were not statistically significant.
传感器的精度和单位成本是连续土壤湿度监测系统的重要因素。本研究比较了四种单位成本不同的土壤湿度传感器在质地粗糙、质地细腻和质地中等的土壤中的精度。记录了传感器在体积含水量(VWC)从0%到50%范围内的输出。对低成本的电容式和电阻式传感器在有无外部16位模数转换器ADS1115的情况下进行了评估,以在不增加太多成本的情况下提高其性能。在没有ADS1115(仅使用Arduino内置的模数转换器)的情况下,低成本传感器在质地中等的土壤中,电阻式传感器的最大均方根误差(RMSE)为4.79%(/),电容式传感器为3.78%。添加ADS1115后,低成本传感器的性能有所改善,电阻式传感器的最大RMSE为2.64%,电容式传感器为l.87%。高端传感器中,VH400的RMSE高达1.8%,5TM传感器高达0.95%。使用ADS1115时,高端传感器和低成本传感器之间的RMSE差异无统计学意义。