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Laboratory evaluation of open source and commercial electrical conductivity sensor precision and accuracy: How do they compare?

Variation in the electrical conductivity (EC) of water can reveal environmental disturbance and natural dynamics, including factors such as anthropogenic salinization. Broader application of open source (OS) EC sensors could provide an inexpensive method to measure water quality. While studies show...

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Detalles Bibliográficos
Autores principales: Fulton, Stephanie G., Stegen, James C., Kaufman, Matthew H., Dowd, John, Thompson, Aaron
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10159144/
https://www.ncbi.nlm.nih.gov/pubmed/37141332
http://dx.doi.org/10.1371/journal.pone.0285092
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author Fulton, Stephanie G.
Stegen, James C.
Kaufman, Matthew H.
Dowd, John
Thompson, Aaron
author_facet Fulton, Stephanie G.
Stegen, James C.
Kaufman, Matthew H.
Dowd, John
Thompson, Aaron
author_sort Fulton, Stephanie G.
collection PubMed
description Variation in the electrical conductivity (EC) of water can reveal environmental disturbance and natural dynamics, including factors such as anthropogenic salinization. Broader application of open source (OS) EC sensors could provide an inexpensive method to measure water quality. While studies show that other water quality parameters can be robustly measured with sensors, a similar effort is needed to evaluate the performance of OS EC sensors. To address this need, we evaluated the accuracy (mean error, %) and precision (sample standard deviation) of OS EC sensors in the laboratory via comparison to EC calibration standards using three different OS and OS/commercial-hybrid (OS/C) EC sensors and data logger configurations and two commercial (C) EC sensors and data logger configurations. We also evaluated the effect of cable length (7.5 m and 30 m) and sensor calibration on OS sensor accuracy and precision. We found a significant difference between OS sensor mean accuracy (3.08%) and all other sensors combined (9.23%). Our study also found that EC sensor precision decreased across all sensor configurations with increasing calibration standard EC. There was also a significant difference between OS sensor mean precision (2.85 μS/cm) and the mean precision of all other sensors combined (9.12 μS/cm). Cable length did not affect OS sensor precision. Furthermore, our results suggest that future research should include evaluating how performance is impacted by combining OS sensors with commercial data loggers as this study found significantly decreased performance in OS/commercial-hybrid sensor configurations. To increase confidence in the reliability of OS sensor data, more studies such as ours are needed to further quantify OS sensor performance in terms of accuracy and precision across different settings and OS sensor and data collection platform configurations.
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spelling pubmed-101591442023-05-05 Laboratory evaluation of open source and commercial electrical conductivity sensor precision and accuracy: How do they compare? Fulton, Stephanie G. Stegen, James C. Kaufman, Matthew H. Dowd, John Thompson, Aaron PLoS One Research Article Variation in the electrical conductivity (EC) of water can reveal environmental disturbance and natural dynamics, including factors such as anthropogenic salinization. Broader application of open source (OS) EC sensors could provide an inexpensive method to measure water quality. While studies show that other water quality parameters can be robustly measured with sensors, a similar effort is needed to evaluate the performance of OS EC sensors. To address this need, we evaluated the accuracy (mean error, %) and precision (sample standard deviation) of OS EC sensors in the laboratory via comparison to EC calibration standards using three different OS and OS/commercial-hybrid (OS/C) EC sensors and data logger configurations and two commercial (C) EC sensors and data logger configurations. We also evaluated the effect of cable length (7.5 m and 30 m) and sensor calibration on OS sensor accuracy and precision. We found a significant difference between OS sensor mean accuracy (3.08%) and all other sensors combined (9.23%). Our study also found that EC sensor precision decreased across all sensor configurations with increasing calibration standard EC. There was also a significant difference between OS sensor mean precision (2.85 μS/cm) and the mean precision of all other sensors combined (9.12 μS/cm). Cable length did not affect OS sensor precision. Furthermore, our results suggest that future research should include evaluating how performance is impacted by combining OS sensors with commercial data loggers as this study found significantly decreased performance in OS/commercial-hybrid sensor configurations. To increase confidence in the reliability of OS sensor data, more studies such as ours are needed to further quantify OS sensor performance in terms of accuracy and precision across different settings and OS sensor and data collection platform configurations. Public Library of Science 2023-05-04 /pmc/articles/PMC10159144/ /pubmed/37141332 http://dx.doi.org/10.1371/journal.pone.0285092 Text en https://creativecommons.org/publicdomain/zero/1.0/This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 (https://creativecommons.org/publicdomain/zero/1.0/) public domain dedication.
spellingShingle Research Article
Fulton, Stephanie G.
Stegen, James C.
Kaufman, Matthew H.
Dowd, John
Thompson, Aaron
Laboratory evaluation of open source and commercial electrical conductivity sensor precision and accuracy: How do they compare?
title Laboratory evaluation of open source and commercial electrical conductivity sensor precision and accuracy: How do they compare?
title_full Laboratory evaluation of open source and commercial electrical conductivity sensor precision and accuracy: How do they compare?
title_fullStr Laboratory evaluation of open source and commercial electrical conductivity sensor precision and accuracy: How do they compare?
title_full_unstemmed Laboratory evaluation of open source and commercial electrical conductivity sensor precision and accuracy: How do they compare?
title_short Laboratory evaluation of open source and commercial electrical conductivity sensor precision and accuracy: How do they compare?
title_sort laboratory evaluation of open source and commercial electrical conductivity sensor precision and accuracy: how do they compare?
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10159144/
https://www.ncbi.nlm.nih.gov/pubmed/37141332
http://dx.doi.org/10.1371/journal.pone.0285092
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