Quantification of Polychlorinated Biphenyl (PCB) Concentration in San Francisco Bay Using Satellite Imagery

The U.S. Environmental Protection Agency banned the use of polychlorinated biphenyls (PCBs) in 1979, due to the high environmental and public health risks with which they are associated. However, PCBs continue to persist in the San Francisco Bay (SFB), often at concentrations deemed unsafe for human...

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Main Authors: Annette E. Hilton, Jesse T. Bausell, Raphael M. Kudela
Format: Article
Language:English
Published: MDPI AG 2018-07-01
Series:Remote Sensing
Subjects:
PCB
SCC
Online Access:http://www.mdpi.com/2072-4292/10/7/1110
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spelling doaj-28c2de36f47d4045baf45425de401ccd2020-11-24T20:50:19ZengMDPI AGRemote Sensing2072-42922018-07-01107111010.3390/rs10071110rs10071110Quantification of Polychlorinated Biphenyl (PCB) Concentration in San Francisco Bay Using Satellite ImageryAnnette E. Hilton0Jesse T. Bausell1Raphael M. Kudela2Department of Earth Sciences, The College of Wooster, Wooster, OH 44691, USADepartment of Ocean Sciences, University of California, Santa Cruz, CA 95064, USADepartment of Ocean Sciences, University of California, Santa Cruz, CA 95064, USAThe U.S. Environmental Protection Agency banned the use of polychlorinated biphenyls (PCBs) in 1979, due to the high environmental and public health risks with which they are associated. However, PCBs continue to persist in the San Francisco Bay (SFB), often at concentrations deemed unsafe for humans. In situ PCB monitoring within the SFB is extremely limited, due in large part to the high monetary costs associated with sampling. Here we offer a cost effective alternative to in situ PCB monitoring by demonstrating the feasibility of indirectly quantifying PCBs in the SFB via satellite remote sensing using a two-step approach. First, we determined the relationship between in situ PCB concentrations and suspended sediment concentrations (SSC) in the SFB. We then correlated in situ SSC with spatially and temporally consistent Landsat 8 and Sentinel 2A reflectances. We demonstrate strong relationships between SSC and PCBs in all three SFB sub-embayments (R2 > 0.28–0.80, p < 0.01), as well as a robust relationship between SSC and satellite measurements for both Landsat 8 and Sentinel 2A (R2 > 0.72, p < 0.01). These relationships held regardless of the atmospheric correction regime that we applied. The end product of these relationships is an empirical two-step relationship capable of deriving PCBs from satellite imagery. Our approach of estimating PCBs in the SFB by remotely sensing SSC is extremely cost-effective when compared to traditional in situ techniques. Moreover, it can also be utilized to generate PCB concentration maps for the SFB. These maps could one day serve as an important tool for PCB remediation in the SFB, as they can provide valuable insight into the spatial distribution of PCBs throughout the bay, as well as how this distribution changes over time.http://www.mdpi.com/2072-4292/10/7/1110polychlorinated biphenylsPCBPCBsSan Francisco Bayremote sensingsuspended sedimentSCCLandsat 8Sentinel 2A
collection DOAJ
language English
format Article
sources DOAJ
author Annette E. Hilton
Jesse T. Bausell
Raphael M. Kudela
spellingShingle Annette E. Hilton
Jesse T. Bausell
Raphael M. Kudela
Quantification of Polychlorinated Biphenyl (PCB) Concentration in San Francisco Bay Using Satellite Imagery
Remote Sensing
polychlorinated biphenyls
PCB
PCBs
San Francisco Bay
remote sensing
suspended sediment
SCC
Landsat 8
Sentinel 2A
author_facet Annette E. Hilton
Jesse T. Bausell
Raphael M. Kudela
author_sort Annette E. Hilton
title Quantification of Polychlorinated Biphenyl (PCB) Concentration in San Francisco Bay Using Satellite Imagery
title_short Quantification of Polychlorinated Biphenyl (PCB) Concentration in San Francisco Bay Using Satellite Imagery
title_full Quantification of Polychlorinated Biphenyl (PCB) Concentration in San Francisco Bay Using Satellite Imagery
title_fullStr Quantification of Polychlorinated Biphenyl (PCB) Concentration in San Francisco Bay Using Satellite Imagery
title_full_unstemmed Quantification of Polychlorinated Biphenyl (PCB) Concentration in San Francisco Bay Using Satellite Imagery
title_sort quantification of polychlorinated biphenyl (pcb) concentration in san francisco bay using satellite imagery
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2018-07-01
description The U.S. Environmental Protection Agency banned the use of polychlorinated biphenyls (PCBs) in 1979, due to the high environmental and public health risks with which they are associated. However, PCBs continue to persist in the San Francisco Bay (SFB), often at concentrations deemed unsafe for humans. In situ PCB monitoring within the SFB is extremely limited, due in large part to the high monetary costs associated with sampling. Here we offer a cost effective alternative to in situ PCB monitoring by demonstrating the feasibility of indirectly quantifying PCBs in the SFB via satellite remote sensing using a two-step approach. First, we determined the relationship between in situ PCB concentrations and suspended sediment concentrations (SSC) in the SFB. We then correlated in situ SSC with spatially and temporally consistent Landsat 8 and Sentinel 2A reflectances. We demonstrate strong relationships between SSC and PCBs in all three SFB sub-embayments (R2 > 0.28–0.80, p < 0.01), as well as a robust relationship between SSC and satellite measurements for both Landsat 8 and Sentinel 2A (R2 > 0.72, p < 0.01). These relationships held regardless of the atmospheric correction regime that we applied. The end product of these relationships is an empirical two-step relationship capable of deriving PCBs from satellite imagery. Our approach of estimating PCBs in the SFB by remotely sensing SSC is extremely cost-effective when compared to traditional in situ techniques. Moreover, it can also be utilized to generate PCB concentration maps for the SFB. These maps could one day serve as an important tool for PCB remediation in the SFB, as they can provide valuable insight into the spatial distribution of PCBs throughout the bay, as well as how this distribution changes over time.
topic polychlorinated biphenyls
PCB
PCBs
San Francisco Bay
remote sensing
suspended sediment
SCC
Landsat 8
Sentinel 2A
url http://www.mdpi.com/2072-4292/10/7/1110
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