Cargando…

Demonstrating the Potential of a Low-Cost Soil Moisture Sensor Network

Soil moisture is a key parameter of the climate system as it relates to plant transpiration and photosynthesis and impacts land–atmosphere interactions. Recent developments have seen an increasing number of electromagnetic sensors available commercially (EM) for soil volumetric water content (θ). Th...

Descripción completa

Detalles Bibliográficos
Autores principales: Briciu-Burghina, Ciprian, Zhou, Jiang, Ali, Muhammad Intizar, Regan, Fiona
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8840329/
https://www.ncbi.nlm.nih.gov/pubmed/35161733
http://dx.doi.org/10.3390/s22030987
_version_ 1784650592283525120
author Briciu-Burghina, Ciprian
Zhou, Jiang
Ali, Muhammad Intizar
Regan, Fiona
author_facet Briciu-Burghina, Ciprian
Zhou, Jiang
Ali, Muhammad Intizar
Regan, Fiona
author_sort Briciu-Burghina, Ciprian
collection PubMed
description Soil moisture is a key parameter of the climate system as it relates to plant transpiration and photosynthesis and impacts land–atmosphere interactions. Recent developments have seen an increasing number of electromagnetic sensors available commercially (EM) for soil volumetric water content (θ). Their use is constantly expanding, and they are becoming increasingly used for agricultural, ecological, and geotechnical applications and climate research, providing decision support and high-resolution data for models and machine-learning algorithms. In this study, a soil moisture sensor network consisting of 10 Sense Cap capacitance-based sensors is evaluated. Analytical performance of the sensors was determined based on laboratory and field measurements with dielectric permittivity (ε) standards and soil media substrates. Sensor response normalisation to standards of known ε was found to reduce intersensor variability and provide robust estimates of θ in soil samples with known θ. Cross-comparison with a time-domain reflectometry (TDR) instrument carried out in two soil media demonstrates good agreement between the two probes throughout the tested range. The data communication performance of the network was evaluated in terms of packet drop rate at different ranges and sampling frequencies. It was noticed that the drop rate increased with distance from the gateway, while sampling frequency had no effect. Sources of errors associated with probe installation were identified and recommendations are provided for sensor deployment. The off-the-shelf all-in-one solution provided by Sense Cap is low cost, user friendly and suitable for implementation at temporal and spatial scales once the identified shortcomings are addressed. The evaluation presented aims to aid stakeholders and users involved in soil and land management practices including crop production, soil conservation, carbon sequestration and pollutants transport.
format Online
Article
Text
id pubmed-8840329
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-88403292022-02-13 Demonstrating the Potential of a Low-Cost Soil Moisture Sensor Network Briciu-Burghina, Ciprian Zhou, Jiang Ali, Muhammad Intizar Regan, Fiona Sensors (Basel) Article Soil moisture is a key parameter of the climate system as it relates to plant transpiration and photosynthesis and impacts land–atmosphere interactions. Recent developments have seen an increasing number of electromagnetic sensors available commercially (EM) for soil volumetric water content (θ). Their use is constantly expanding, and they are becoming increasingly used for agricultural, ecological, and geotechnical applications and climate research, providing decision support and high-resolution data for models and machine-learning algorithms. In this study, a soil moisture sensor network consisting of 10 Sense Cap capacitance-based sensors is evaluated. Analytical performance of the sensors was determined based on laboratory and field measurements with dielectric permittivity (ε) standards and soil media substrates. Sensor response normalisation to standards of known ε was found to reduce intersensor variability and provide robust estimates of θ in soil samples with known θ. Cross-comparison with a time-domain reflectometry (TDR) instrument carried out in two soil media demonstrates good agreement between the two probes throughout the tested range. The data communication performance of the network was evaluated in terms of packet drop rate at different ranges and sampling frequencies. It was noticed that the drop rate increased with distance from the gateway, while sampling frequency had no effect. Sources of errors associated with probe installation were identified and recommendations are provided for sensor deployment. The off-the-shelf all-in-one solution provided by Sense Cap is low cost, user friendly and suitable for implementation at temporal and spatial scales once the identified shortcomings are addressed. The evaluation presented aims to aid stakeholders and users involved in soil and land management practices including crop production, soil conservation, carbon sequestration and pollutants transport. MDPI 2022-01-27 /pmc/articles/PMC8840329/ /pubmed/35161733 http://dx.doi.org/10.3390/s22030987 Text en © 2022 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
Briciu-Burghina, Ciprian
Zhou, Jiang
Ali, Muhammad Intizar
Regan, Fiona
Demonstrating the Potential of a Low-Cost Soil Moisture Sensor Network
title Demonstrating the Potential of a Low-Cost Soil Moisture Sensor Network
title_full Demonstrating the Potential of a Low-Cost Soil Moisture Sensor Network
title_fullStr Demonstrating the Potential of a Low-Cost Soil Moisture Sensor Network
title_full_unstemmed Demonstrating the Potential of a Low-Cost Soil Moisture Sensor Network
title_short Demonstrating the Potential of a Low-Cost Soil Moisture Sensor Network
title_sort demonstrating the potential of a low-cost soil moisture sensor network
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8840329/
https://www.ncbi.nlm.nih.gov/pubmed/35161733
http://dx.doi.org/10.3390/s22030987
work_keys_str_mv AT briciuburghinaciprian demonstratingthepotentialofalowcostsoilmoisturesensornetwork
AT zhoujiang demonstratingthepotentialofalowcostsoilmoisturesensornetwork
AT alimuhammadintizar demonstratingthepotentialofalowcostsoilmoisturesensornetwork
AT reganfiona demonstratingthepotentialofalowcostsoilmoisturesensornetwork