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

被引:6
作者
Hilton, Annette E. [1 ]
Bausell, Jesse T. [2 ]
Kudela, Raphael M. [2 ]
机构
[1] Coll Wooster, Dept Earth Sci, Wooster, OH 44691 USA
[2] Univ Calif Santa Cruz, Dept Ocean Sci, Santa Cruz, CA 95064 USA
来源
REMOTE SENSING | 2018年 / 10卷 / 07期
关键词
polychlorinated biphenyls; PCB; PCBs; San Francisco Bay; remote sensing; suspended sediment; SCC; Landsat; 8; Sentinel; 2A; LONG-TERM FATE; SUSPENDED-SEDIMENT; OCEAN COLOR; CALIFORNIA; ESTUARY; WATER; USA; VARIABILITY; BIVALVES; QUALITY;
D O I
10.3390/rs10071110
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
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 (R-2 > 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 (R-2 > 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.
引用
收藏
页数:18
相关论文
共 47 条
[1]   AEROBIC AND ANAEROBIC BIODEGRADATION OF PCBS - A REVIEW [J].
ABRAMOWICZ, DA .
CRITICAL REVIEWS IN BIOTECHNOLOGY, 1990, 10 (03) :241-249
[2]  
[Anonymous], 2016, LEARN POL BIPH PCBS
[3]  
[Anonymous], 2009, EV WAT QUAL COND SAN
[4]   Spatially resolving ocean color and sediment dispersion in river plumes, coastal systems, and continental shelf waters [J].
Aurin, Dirk ;
Mannino, Antonio ;
Franz, Bryan .
REMOTE SENSING OF ENVIRONMENT, 2013, 137 :212-225
[5]   Special Report: Policy A review of human carcinogens-Part F: Chemical agents and related occupations [J].
Baan, Robert ;
Grosse, Yann ;
Straif, Kurt ;
Secretan, Beatrice ;
El Ghissassi, Fatiha ;
Bouvard, Veronique ;
Benbrahim-Tallaa, Lamia ;
Guha, Neela ;
Freeman, Crystal ;
Galichet, Laurent ;
Cogliano, Vincent .
LANCET ONCOLOGY, 2009, 10 (12) :1143-1144
[6]   Sediment transport in the San Francisco Bay Coastal System: An overview [J].
Barnard, Patrick L. ;
Schoellhamer, David H. ;
Jaffe, Bruce E. ;
McKee, Lester J. .
MARINE GEOLOGY, 2013, 345 :3-17
[7]   Modeled Trace Element Concentrations and Partitioning in the San Francisco Estuary, Based on Suspended Solids Concentration [J].
Benoit, Michelle D. ;
Kudela, Raphael M. ;
Flegal, A. Russell .
ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2010, 44 (15) :5956-5963
[8]   Climate anomalies generate an exceptional dinoflagellate bloom in San Francisco Bay [J].
Cloern, JE ;
Schraga, TS ;
Lopez, CB ;
Knowles, N ;
Labiosa, RG ;
Dugdale, R .
GEOPHYSICAL RESEARCH LETTERS, 2005, 32 (14) :1-5
[9]  
Cogliano VJ, 1998, ENVIRON HEALTH PERSP, V106, P317, DOI 10.2307/3434037
[10]   Comment on "The long-term fate of polychlorinated biphenyls in San Francisco Bay, (USA)" [J].
Connolly, JP ;
Ziegler, CK ;
Lamoureux, EM ;
Benaman, JA ;
Opdyke, D .
ENVIRONMENTAL TOXICOLOGY AND CHEMISTRY, 2005, 24 (10) :2397-2398