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评估低成本和高端土壤湿度传感器在不同湿度范围和土壤质地中的表现。

Assessment of Low-Cost and Higher-End Soil Moisture Sensors across Various Moisture Ranges and Soil Textures.

作者信息

Nandi Rajesh, Shrestha Dev

机构信息

Department of Chemical & Biological Engineering, University of Idaho, Moscow, ID 83844, USA.

出版信息

Sensors (Basel). 2024 Sep 11;24(18):5886. doi: 10.3390/s24185886.

Abstract

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.

摘要

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。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ef2c/11435841/13e3388dd038/sensors-24-05886-g001.jpg

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