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Soil Water Content Sensor Response to Organic Matter Content under Laboratory Conditions
Studies show that the performance of soil water content monitoring (SWCM) sensors is affected by soil physical and chemical properties. However, the effect of organic matter on SWCM sensor responses remains less understood. Therefore, the objectives of this study are to (i) assess the effect of orga...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5017404/ https://www.ncbi.nlm.nih.gov/pubmed/27527185 http://dx.doi.org/10.3390/s16081239 |
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author | Fares, Ali Awal, Ripendra Bayabil, Haimanote K. |
author_facet | Fares, Ali Awal, Ripendra Bayabil, Haimanote K. |
author_sort | Fares, Ali |
collection | PubMed |
description | Studies show that the performance of soil water content monitoring (SWCM) sensors is affected by soil physical and chemical properties. However, the effect of organic matter on SWCM sensor responses remains less understood. Therefore, the objectives of this study are to (i) assess the effect of organic matter on the accuracy and precision of SWCM sensors using a commercially available soil water content monitoring sensor; and (ii) account for the organic matter effect on the sensor’s accuracy. Sand columns with seven rates of oven-dried sawdust (2%, 4%, 6%, 8%, 10%, 12% and 18% v/v, used as an organic matter amendment), thoroughly mixed with quartz sand, and a control without sawdust were prepared by packing quartz sand in two-liter glass containers. Sand was purposely chosen because of the absence of any organic matter or salinity, and also because sand has a relatively low cation exchange capacity that will not interfere with the treatment effect of the current work. Sensor readings (raw counts) were monitored at seven water content levels (0, 0.02, 0.04, 0.08, 0.12, 0.18, 0.24, and 0.30 cm(3) cm(−3)) by uniformly adding the corresponding volumes of deionized water in addition to the oven-dry one. Sensor readings were significantly (p < 0.05) affected by the organic matter level and water content. Sensor readings were strongly correlated with the organic matter level (R(2) = 0.92). In addition, the default calibration equation underestimated the water content readings at the lower water content range (<0.05 cm(3) cm(−3)), while it overestimated the water content at the higher water content range (>0.05 cm(3) cm(−3)). A new polynomial calibration equation that uses raw count and organic matter content as covariates improved the accuracy of the sensor (RMSE = 0.01 cm(3) cm(−3)). Overall, findings of this study highlight the need to account for the effect of soil organic matter content to improve the accuracy and precision of the tested sensor under different soils and environmental conditions. |
format | Online Article Text |
id | pubmed-5017404 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-50174042016-09-22 Soil Water Content Sensor Response to Organic Matter Content under Laboratory Conditions Fares, Ali Awal, Ripendra Bayabil, Haimanote K. Sensors (Basel) Article Studies show that the performance of soil water content monitoring (SWCM) sensors is affected by soil physical and chemical properties. However, the effect of organic matter on SWCM sensor responses remains less understood. Therefore, the objectives of this study are to (i) assess the effect of organic matter on the accuracy and precision of SWCM sensors using a commercially available soil water content monitoring sensor; and (ii) account for the organic matter effect on the sensor’s accuracy. Sand columns with seven rates of oven-dried sawdust (2%, 4%, 6%, 8%, 10%, 12% and 18% v/v, used as an organic matter amendment), thoroughly mixed with quartz sand, and a control without sawdust were prepared by packing quartz sand in two-liter glass containers. Sand was purposely chosen because of the absence of any organic matter or salinity, and also because sand has a relatively low cation exchange capacity that will not interfere with the treatment effect of the current work. Sensor readings (raw counts) were monitored at seven water content levels (0, 0.02, 0.04, 0.08, 0.12, 0.18, 0.24, and 0.30 cm(3) cm(−3)) by uniformly adding the corresponding volumes of deionized water in addition to the oven-dry one. Sensor readings were significantly (p < 0.05) affected by the organic matter level and water content. Sensor readings were strongly correlated with the organic matter level (R(2) = 0.92). In addition, the default calibration equation underestimated the water content readings at the lower water content range (<0.05 cm(3) cm(−3)), while it overestimated the water content at the higher water content range (>0.05 cm(3) cm(−3)). A new polynomial calibration equation that uses raw count and organic matter content as covariates improved the accuracy of the sensor (RMSE = 0.01 cm(3) cm(−3)). Overall, findings of this study highlight the need to account for the effect of soil organic matter content to improve the accuracy and precision of the tested sensor under different soils and environmental conditions. MDPI 2016-08-05 /pmc/articles/PMC5017404/ /pubmed/27527185 http://dx.doi.org/10.3390/s16081239 Text en © 2016 by the authors; 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Fares, Ali Awal, Ripendra Bayabil, Haimanote K. Soil Water Content Sensor Response to Organic Matter Content under Laboratory Conditions |
title | Soil Water Content Sensor Response to Organic Matter Content under Laboratory Conditions |
title_full | Soil Water Content Sensor Response to Organic Matter Content under Laboratory Conditions |
title_fullStr | Soil Water Content Sensor Response to Organic Matter Content under Laboratory Conditions |
title_full_unstemmed | Soil Water Content Sensor Response to Organic Matter Content under Laboratory Conditions |
title_short | Soil Water Content Sensor Response to Organic Matter Content under Laboratory Conditions |
title_sort | soil water content sensor response to organic matter content under laboratory conditions |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5017404/ https://www.ncbi.nlm.nih.gov/pubmed/27527185 http://dx.doi.org/10.3390/s16081239 |
work_keys_str_mv | AT faresali soilwatercontentsensorresponsetoorganicmattercontentunderlaboratoryconditions AT awalripendra soilwatercontentsensorresponsetoorganicmattercontentunderlaboratoryconditions AT bayabilhaimanotek soilwatercontentsensorresponsetoorganicmattercontentunderlaboratoryconditions |