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Automated Low-Cost Soil Moisture Sensors: Trade-Off between Cost and Accuracy
Automated soil moisture systems are commonly used in precision agriculture. Using low-cost sensors, the spatial extension can be maximized, but the accuracy might be reduced. In this paper, we address the trade-off between cost and accuracy comparing low-cost and commercial soil moisture sensors. Th...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10007478/ https://www.ncbi.nlm.nih.gov/pubmed/36904655 http://dx.doi.org/10.3390/s23052451 |
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author | Schwamback, Dimaghi Persson, Magnus Berndtsson, Ronny Bertotto, Luis Eduardo Kobayashi, Alex Naoki Asato Wendland, Edson Cezar |
author_facet | Schwamback, Dimaghi Persson, Magnus Berndtsson, Ronny Bertotto, Luis Eduardo Kobayashi, Alex Naoki Asato Wendland, Edson Cezar |
author_sort | Schwamback, Dimaghi |
collection | PubMed |
description | Automated soil moisture systems are commonly used in precision agriculture. Using low-cost sensors, the spatial extension can be maximized, but the accuracy might be reduced. In this paper, we address the trade-off between cost and accuracy comparing low-cost and commercial soil moisture sensors. The analysis is based on the capacitive sensor SKU:SEN0193 tested under lab and field conditions. In addition to individual calibration, two simplified calibration techniques are proposed: universal calibration, based on all 63 sensors, and a single-point calibration using the sensor response in dry soil. During the second stage of testing, the sensors were coupled to a low-cost monitoring station and installed in the field. The sensors were capable of measuring daily and seasonal oscillations in soil moisture resulting from solar radiation and precipitation. The low-cost sensor performance was compared to commercial sensors based on five variables: (1) cost, (2) accuracy, (3) qualified labor demand, (4) sample volume, and (5) life expectancy. Commercial sensors provide single-point information with high reliability but at a high acquisition cost, while low-cost sensors can be acquired in larger numbers at a lower cost, allowing for more detailed spatial and temporal observations, but with medium accuracy. The use of SKU sensors is then indicated for short-term and limited-budget projects in which high accuracy of the collected data is not required. |
format | Online Article Text |
id | pubmed-10007478 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-100074782023-03-12 Automated Low-Cost Soil Moisture Sensors: Trade-Off between Cost and Accuracy Schwamback, Dimaghi Persson, Magnus Berndtsson, Ronny Bertotto, Luis Eduardo Kobayashi, Alex Naoki Asato Wendland, Edson Cezar Sensors (Basel) Article Automated soil moisture systems are commonly used in precision agriculture. Using low-cost sensors, the spatial extension can be maximized, but the accuracy might be reduced. In this paper, we address the trade-off between cost and accuracy comparing low-cost and commercial soil moisture sensors. The analysis is based on the capacitive sensor SKU:SEN0193 tested under lab and field conditions. In addition to individual calibration, two simplified calibration techniques are proposed: universal calibration, based on all 63 sensors, and a single-point calibration using the sensor response in dry soil. During the second stage of testing, the sensors were coupled to a low-cost monitoring station and installed in the field. The sensors were capable of measuring daily and seasonal oscillations in soil moisture resulting from solar radiation and precipitation. The low-cost sensor performance was compared to commercial sensors based on five variables: (1) cost, (2) accuracy, (3) qualified labor demand, (4) sample volume, and (5) life expectancy. Commercial sensors provide single-point information with high reliability but at a high acquisition cost, while low-cost sensors can be acquired in larger numbers at a lower cost, allowing for more detailed spatial and temporal observations, but with medium accuracy. The use of SKU sensors is then indicated for short-term and limited-budget projects in which high accuracy of the collected data is not required. MDPI 2023-02-22 /pmc/articles/PMC10007478/ /pubmed/36904655 http://dx.doi.org/10.3390/s23052451 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Schwamback, Dimaghi Persson, Magnus Berndtsson, Ronny Bertotto, Luis Eduardo Kobayashi, Alex Naoki Asato Wendland, Edson Cezar Automated Low-Cost Soil Moisture Sensors: Trade-Off between Cost and Accuracy |
title | Automated Low-Cost Soil Moisture Sensors: Trade-Off between Cost and Accuracy |
title_full | Automated Low-Cost Soil Moisture Sensors: Trade-Off between Cost and Accuracy |
title_fullStr | Automated Low-Cost Soil Moisture Sensors: Trade-Off between Cost and Accuracy |
title_full_unstemmed | Automated Low-Cost Soil Moisture Sensors: Trade-Off between Cost and Accuracy |
title_short | Automated Low-Cost Soil Moisture Sensors: Trade-Off between Cost and Accuracy |
title_sort | automated low-cost soil moisture sensors: trade-off between cost and accuracy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10007478/ https://www.ncbi.nlm.nih.gov/pubmed/36904655 http://dx.doi.org/10.3390/s23052451 |
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