Measuring High Levels of Total Suspended Solids and Turbidity Using Small Unoccupied Aerial Systems (sUAS) Multispectral Imagery

Due to land development, high concentrations of suspended sediment are produced from erosion after rain events. Sediment basins are commonly used for the settlement of suspended sediments before discharge. Stormwater regulations may require frequent sampling and monitoring of these basins, both of w...

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Main Authors: Elizabeth M. Prior, Frances C. O’Donnell, Christian Brodbeck, Wesley N. Donald, George Brett Runion, Stephanie L. Shepherd
Format: Article
Language:English
Published: MDPI AG 2020-09-01
Series:Drones
Subjects:
Online Access:https://www.mdpi.com/2504-446X/4/3/54
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spelling doaj-a07627ef11554f2abe338456202b98942020-11-25T03:19:17ZengMDPI AGDrones2504-446X2020-09-014545410.3390/drones4030054Measuring High Levels of Total Suspended Solids and Turbidity Using Small Unoccupied Aerial Systems (sUAS) Multispectral ImageryElizabeth M. Prior0Frances C. O’Donnell1Christian Brodbeck2Wesley N. Donald3George Brett Runion4Stephanie L. Shepherd5Department of Biological Systems Engineering, Virginia Tech, Blacksburg, VA 24061, USADepartment of Civil and Environmental Engineering, Auburn University, Auburn, AL 36849, USADepartment of Biosystems Engineering, Auburn University, Auburn, AL 36849, USADepartment of Civil and Environmental Engineering, Auburn University, Auburn, AL 36849, USAUSDA-ARS National Soil Dynamics Laboratory, Auburn, AL 36832, USADepartment of Geosciences, Auburn University, Auburn, AL 36849, USADue to land development, high concentrations of suspended sediment are produced from erosion after rain events. Sediment basins are commonly used for the settlement of suspended sediments before discharge. Stormwater regulations may require frequent sampling and monitoring of these basins, both of which are time and labor intensive. Potential remedies are small, unoccupied aerial systems (sUAS). The goal of this study was to demonstrate whether sUAS multispectral imagery could measure high levels of total suspended solids (TSS) and turbidity in a sediment basin. The sediment basin at the Auburn University Erosion and Sediment Control Testing Facility was used to simulate a local 2-year, 24-h storm event with a 30-min flow rate. Water samples were collected at three depths in two locations every 15 min for six hours with corresponding sUAS multispectral imagery. Multispectral pixel values were related to TSS and turbidity in separate models using multiple linear regressions. TSS and turbidity regression models had coefficients of determination (<i>r</i><sup>2</sup>) values of 0.926 and 0.851, respectively. When water column measurements were averaged, the <i>r</i><sup>2</sup> values increased to 0.965 and 0.929, respectively. The results indicated that sUAS multispectral imagery is a viable option for monitoring and assessing sediment basins during high-concentration events.https://www.mdpi.com/2504-446X/4/3/54remote sensingsUASmultispectral imagerysediment basinsuspended sedimenttotal suspended solids
collection DOAJ
language English
format Article
sources DOAJ
author Elizabeth M. Prior
Frances C. O’Donnell
Christian Brodbeck
Wesley N. Donald
George Brett Runion
Stephanie L. Shepherd
spellingShingle Elizabeth M. Prior
Frances C. O’Donnell
Christian Brodbeck
Wesley N. Donald
George Brett Runion
Stephanie L. Shepherd
Measuring High Levels of Total Suspended Solids and Turbidity Using Small Unoccupied Aerial Systems (sUAS) Multispectral Imagery
Drones
remote sensing
sUAS
multispectral imagery
sediment basin
suspended sediment
total suspended solids
author_facet Elizabeth M. Prior
Frances C. O’Donnell
Christian Brodbeck
Wesley N. Donald
George Brett Runion
Stephanie L. Shepherd
author_sort Elizabeth M. Prior
title Measuring High Levels of Total Suspended Solids and Turbidity Using Small Unoccupied Aerial Systems (sUAS) Multispectral Imagery
title_short Measuring High Levels of Total Suspended Solids and Turbidity Using Small Unoccupied Aerial Systems (sUAS) Multispectral Imagery
title_full Measuring High Levels of Total Suspended Solids and Turbidity Using Small Unoccupied Aerial Systems (sUAS) Multispectral Imagery
title_fullStr Measuring High Levels of Total Suspended Solids and Turbidity Using Small Unoccupied Aerial Systems (sUAS) Multispectral Imagery
title_full_unstemmed Measuring High Levels of Total Suspended Solids and Turbidity Using Small Unoccupied Aerial Systems (sUAS) Multispectral Imagery
title_sort measuring high levels of total suspended solids and turbidity using small unoccupied aerial systems (suas) multispectral imagery
publisher MDPI AG
series Drones
issn 2504-446X
publishDate 2020-09-01
description Due to land development, high concentrations of suspended sediment are produced from erosion after rain events. Sediment basins are commonly used for the settlement of suspended sediments before discharge. Stormwater regulations may require frequent sampling and monitoring of these basins, both of which are time and labor intensive. Potential remedies are small, unoccupied aerial systems (sUAS). The goal of this study was to demonstrate whether sUAS multispectral imagery could measure high levels of total suspended solids (TSS) and turbidity in a sediment basin. The sediment basin at the Auburn University Erosion and Sediment Control Testing Facility was used to simulate a local 2-year, 24-h storm event with a 30-min flow rate. Water samples were collected at three depths in two locations every 15 min for six hours with corresponding sUAS multispectral imagery. Multispectral pixel values were related to TSS and turbidity in separate models using multiple linear regressions. TSS and turbidity regression models had coefficients of determination (<i>r</i><sup>2</sup>) values of 0.926 and 0.851, respectively. When water column measurements were averaged, the <i>r</i><sup>2</sup> values increased to 0.965 and 0.929, respectively. The results indicated that sUAS multispectral imagery is a viable option for monitoring and assessing sediment basins during high-concentration events.
topic remote sensing
sUAS
multispectral imagery
sediment basin
suspended sediment
total suspended solids
url https://www.mdpi.com/2504-446X/4/3/54
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