Analysis and Classification of Stormwater and Wastewater Runoff From the Tijuana River Using Remote Sensing Imagery

被引:13
作者
Ayad, Mariam [1 ]
Li, Jingjing [1 ]
Holt, Benjamin [2 ]
Lee, Christine [2 ]
机构
[1] Calif State Univ Los Angeles, Dept Geosci & Environm, Los Angeles, CA 90032 USA
[2] CALTECH, Jet Prop Lab, Pasadena, CA USA
关键词
satellite remote sensing; marine pollution; water quality; RapidEye; wastewater; runoff plumes; SOUTHERN CALIFORNIA; ATMOSPHERIC CORRECTION; CLUSTER-ANALYSIS; COASTAL; PLUMES; QUALITY; COLOR; DIVERSION; TURBIDITY; CHLOROPHYLL;
D O I
10.3389/fenvs.2020.599030
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Urban runoff represents the primary cause of marine pollution in the Southern California coastal oceans. This study focuses on water quality issues originating from the Tijuana River watershed, which spans the southwest border of the United States and Mexico. Frequent discharge events into the coastal ocean at this boundary include stormwater and wastewater. This study focuses on differences in spectral features, as assessed by RapidEye, Sentinel-2 A/B, and Landsat-8 satellite data, along with physical and biological in situ data, to characterize and classify plumes into four key categories: stormwater, wastewater, open ocean/no plume, and mixed (when both types of plumes are present). Key spectral differences in the visible to NIR bands showed that stormwater had elevated reflectance (0.02 to 0.09), followed by mixed (0 to 0.08), wastewater (0 to 0.05), and open ocean/no plume (0 to 0.03) events. We also examined biophysical parameters and found that stormwater events had the highest values in remote sensing based estimates of colored dissolved organic matter (CDOM) (0.98 to 2.1 m(-1)) and turbidity (12.4 to 45.7 FNU) and also had a large range for in situ variables of enterococcus bacteria and flow rates. This study also finds that the use of spectral features in a hierarchical cluster analysis can correctly classify stormwater from wastewater plumes when there is a dominant type. These results of this study will enable improved determination of the transport of both types of plumes and transboundary monitoring of coastal water quality across the Southern California/Baja California region.
引用
收藏
页数:14
相关论文
共 43 条
  • [1] Ackerman Drew, 2003, Journal of Water and Health, V1, P85
  • [2] [Anonymous], 2014, UPDATE QUASI ANAL AL
  • [3] Acute Illness Among Surfers After Exposure to Seawater in Dry- and Wet-Weather Conditions
    Arnold, Benjamin F.
    Schiff, Kenneth C.
    Ercumen, Ayse
    Benjamin-Chung, Jade
    Steele, Joshua A.
    Griffith, John F.
    Steinberg, Steven J.
    Smith, Paul
    McGee, Charles D.
    Wilson, Richard
    Nelsen, Chad
    Weisberg, Stephen B.
    Colford, John M., Jr.
    [J]. AMERICAN JOURNAL OF EPIDEMIOLOGY, 2017, 186 (07) : 866 - 875
  • [4] Remote Sensing of CDOM, CDOM Spectral Slope, and Dissolved Organic Carbon in the Global Ocean
    Aurin, Dirk
    Mannino, Antonio
    Lary, David J.
    [J]. APPLIED SCIENCES-BASEL, 2018, 8 (12):
  • [5] Water quality impacts of stormwater discharges to Santa Monica Bay
    Bay, S
    Jones, BH
    Schiff, K
    Washburn, L
    [J]. MARINE ENVIRONMENTAL RESEARCH, 2003, 56 (1-2) : 205 - 223
  • [6] Birch ER, 2009, PALGR MAC STUD FAM, P1, DOI 10.1057/9780230245716
  • [7] High-resolution satellite turbidity and sea surface temperature observations of river plume interactions during a significant flood event
    Brando, V. E.
    Braga, F.
    Zaggia, L.
    Giardino, C.
    Bresciani, M.
    Matta, E.
    Bellafiore, D.
    Ferrarin, C.
    Maicu, F.
    Benetazzo, A.
    Bonaldo, D.
    Falcieri, F. M.
    Coluccelli, A.
    Russo, A.
    Carniel, S.
    [J]. OCEAN SCIENCE, 2015, 11 (06) : 909 - 920
  • [8] Landsat-based remote sensing of lake water quality characteristics, including chlorophyll and colored dissolved organic matter (CDOM)
    Brezonik, P
    Menken, KD
    Bauer, M
    [J]. LAKE AND RESERVOIR MANAGEMENT, 2005, 21 (04) : 373 - 382
  • [9] Response of phytoplankton and bacterial biomass during a wastewater effluent diversion into nearshore coastal waters
    Caron, David A.
    Gellene, Alyssa G.
    Smith, Jayme
    Seubert, Erica L.
    Campbell, Victoria
    Sukhatme, Gaurav S.
    Seegers, Bridget
    Jones, Burton H.
    Lie, Alle A. Y.
    Terrado, Ramon
    Howard, Meredith D. A.
    Kudela, Raphael M.
    Hayashi, Kendra
    Ryan, John
    Birch, James
    Demir-Hilton, Elif
    Yamahara, Kevan
    Scholin, Chris
    Mengel, Michael
    Robertson, George
    [J]. ESTUARINE COASTAL AND SHELF SCIENCE, 2017, 186 : 223 - 236
  • [10] Spatiotemporal development of physical, chemical, and biological characteristics of stormwater plumes in Santa Monica Bay, California (USA)
    Corcoran, Alina A.
    Reifel, Kristen M.
    Jones, Burton H.
    Shipe, Rebecca F.
    [J]. JOURNAL OF SEA RESEARCH, 2010, 63 (02) : 129 - 142