Estimating major ion and nutrient concentrations in mangrove estuaries in Everglades National Park using leaf and satellite reflectance

Remote Sensing of Environment

Volumn 154, Issue , 2014, Pages 202-218

  Lagomasino, David ^a,b   Price, René M ^a,b   Whitman, Dean ^a   Campbell, Petya K E ^c,d   Melesse, Assefa ^a  

^a FLORIDA INTERNATIONAL UNIVERSITY   (United States)

^b Southeast Environmental Research Center   (United States)

^c UNIVERSITY OF MARYLAND BALTIMORE COUNTY   (United States)

^d NASA GODDARD SPACE FLIGHT CENTER   (United States)

Author keywords

Everglades; Landsat; Mangroves; NDVI; Remote sensing; Spectral reflectance; Water quality

Indexed keywords

CLIMATE CHANGE; ECOSYSTEMS; GROUNDWATER; HYDROCHEMISTRY; INFRARED DEVICES; NUTRIENTS; REFLECTION; REFLECTOMETERS; REMOTE SENSING; SATELLITES; SEA LEVEL; SURFACE WATERS; URBAN GROWTH; WATER QUALITY;

EVERGLADES; LANDSAT; MANGROVES; NDVI; SPECTRAL REFLECTANCES;

FORESTRY;

CANOPY REFLECTANCE; ECOTONE; ENVIRONMENTAL STRESS; ESTIMATION METHOD; ESTUARINE ECOSYSTEM; IMAGE ANALYSIS; IONIC COMPOSITION; LANDSAT THEMATIC MAPPER; LEAF; MANGROVE; NEAR INFRARED; NUTRIENT AVAILABILITY; REMOTE SENSING; SALINITY; SATELLITE DATA; SPECTRAL REFLECTANCE; VEGETATION INDEX; WATER CHEMISTRY; WATER QUALITY;

ATLANTIC OCEAN; CARIBBEAN SEA; EVERGLADES NATIONAL PARK; FLORIDA [UNITED STATES]; UNITED STATES;

RHIZOPHORACEAE;

EID: 84940091620     PISSN: 00344257     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.rse.2014.08.022     Document Type: Article

References (101)

1. Allen W., Richardson A. Interaction of light with a plant canopy. Journal of the Optical Society of America 1968, 58:1023-1028.
2. Araujo R.J., Jaramillo J.C., Snedaker S.C. LAI and leaf size difference in two red mangrove forest types in south Florida. Bulletin of Marine Sciences 1997, 60(3):643-647.
3. Ayala-Silva T., Beyl C.A. Changes in spectral reflectance of wheat leaves in response to specific macronutrient deficiency. Advances in Space Research 2005, 35:305-317.
4. Barr J.G., Engel V., Fuentes J.D., Zieman J.C., O'Halloran T.L., Smith T.J., et al. Controls on mangrove forest-atmosphere carbon dioxide exchanges in western Everglades National Park. Journal of Geophysical Research, Biogeosciences 2010, 115(G2):G02020.
5. Batelaan O., De Smedt F., De Becker P., Huybrechts W. Characterization of a regional groundwater discharge area by combined analysis of hydrochemistry, remote sensing and groundwater modelling. Shallow groundwater systems, international contributions to hydrogeology 1998, 18:75-86.
6. Brinceno H., Miller G., Davis S.E. Relating freshwater flow with estuarine water quality in the southern Everglades mangrove ecotone. Wetlands 2013.
7. Brunt J.S. Introduction. Tropical mangrove ecosystems 1992, 1-6. America Geophysical Union, Washington, DC. A.I. Robertson, D.M. Alongi (Eds.).
8. Campbell P.K.E., Middleton E.M., McMurtrey J.E., Corp L.A., Chappelle E.W. Assessment of vegetation stress using reflectance or fluorescence measurements. Journal of Environmental Quality 2007, 36(3):832-845.
9. Campbell P.K.E., Middleton E.M., Thome K.J., Kokaly R.F., Huemmrich K.F., Lagomasino D., et al. EO-1 hyperion reflectance time series at calibration and validation sites: Stability and sensitivity to seasonal dynamics. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 2013, 6(2):276-290.
10. Carter G.A. Rations of leaf reflectances in narrow wavebands as indicators of plant stress. International Journal of Remote Sensing 1994, 15:697-703.
11. Carter G.A., Young D.R. Foliar spectral reflectance and plant stress on a barrier island. International Journal of Plant Sciences 1993, 154(2):298-305.
12. Chen R., Twilley R. Patterns of mangrove forest structure and soil nutrient dynamics along the Shark River estuary, Florida. Estuaries and Coasts 1999, 22(4):955-970.
13. Childers D.L., Boyer J.N., Davis S.E., Madden C.J., Rudnick D.T., Sklar F.H. Relating precipitation and water management to nutrient concentrations in the oligotrophic "upside-down" estuaries of the Florida Everglades. Limnology and Oceanography 2006, 51(1):602-616.
14. Cintron G., Schaeffer-Novelli Y. Introducción a la ecología del manglar 1983, 109. UNESCO/ROSTLAC, Montevideo.
15. Clough B.F. Growth and salt balance of the mangroves Avicennia marina (Forsk.) Vierh. and Rhizophora stylosa Griff. in relation to salinity. Australian Journal of Plant Physiology 1984, 11:419-430.
16. Clough B.F. Primary productivity and growth of mangrove forests. Coastal and Estuarine Studies 1992, 41:225-249.
17. Curran P.J. Remote sensing of foliar chemistry. Remote Sensing of the Environment 1989, 30(3):271-278.
18. Curran P.J., Dungan J.L., Peterson D.L. Estimating the foliar biochemical concentration of leaves with reflectance spectrometry: Testing the Kokaly and Clark methodologies. Remote Sensing of the Environment 2001, 76:349-359.
19. Dawson T.P., Curran P.J. A new technique for interpolating the reflectance red edge position. International Journal of Remote Sensing 1998, 19(11):2133-2139.
20. Diaz B.M., Blackburn G.A. Remote sensing of mangrove biophysical properties: Evidence from a laboratory simulation of the possible effects of background variation on spectral vegetation indices. International Journal of Remote Sensing 2003, 24(1).
21. Douglas M.M., Bunn S.E., Davies P.M. River and wetland food webs in Australia's wet-dry tropic: General principles and implications for management. Marine and Freshwater Research 2005, 56:329-342.
22. Duever M.J., Meeder J.F., Meeder L.C., McCollom J.M. The climate of south Florida and its role in shaping the Everglades ecosystem. Everglades: The ecosystem and its restoration 1994, 225-248.
23. Duke N.C., Meynecke O., Dittmann S., Elliscon A.M., Anger K., Berger U., et al. A world without mangroves?. Science 2007, 317:41-42.
24. Ellison A.M., Farnsworth E.J. Simulated sea level change alters anatomy, physiology, growth and reproduction of red mangrove (Rhizophora mangle L.). Oecologia 1997, 112:435-446.
25. Entcheva-Campbell P.K., Rock B.N., Martin M.E., Neefus C.D., Irons J.R., Middleton E.M., et al. Detection of initial damage in Norway spruce canopies using hyperspectral airborne detection. International Journal of Remote Sensing 2004, 20(24):5557-5583.
26. Ewel K.C., Twilley R.R., Ong J.E. Different kinds of mangrove forests provide different goods and services. Global Ecology and Biogeography Letters 1998, 7:83-94.
27. Feller I.C., Whigham D.F., MckKee K.L., Lovelock C.E. Nitrogen limitation of growth and nutrient dynamics in a disturbed mangrove forest, Indian River Lagoon, Florida. Oecologia 2003, 134:405-414.
28. Fitterman D.V., Deszcz-Pan M. Helicopter EM mapping of saltwater intrusion in Everglades National Park, Florida. Exploration Geophysics 1998, 29(2):240-243.
29. Flora M.D., Rosendahl P.C. Historical changes in the conductivity and ionic characteristics of the source water for the Shark River Slough, Everglades National Park, Florida, U.S.A. Hydrobiologia 1982, 97(3):249-254.
30. Fourqurean J.W., Ziemen J.C., Powell G.V.N. Relationships between porewater nutrients and seagrasses in a subtropical carbonate environment. Marine Biology 1992, 114(1):57-65.
31. Frankovich T.A., Jones R.D. A rapid, precise and sensitive method for the determination of total nitrogen in natural waters. Marine Chemistry 1998, 60(3-4):227-234.
32. Gammon J.A., Peñuelas J., Field C.B. A narrow-waveband spectral index that tracks diurnal changes in photosynthetic efficiency. Remote Sensing of the Environment 1992, 41:35-44.
33. Gao B.C. NDWI - A normalized difference water index for remote sensing of vegetation liquid water from space. Remote Sensing of Environment 1996, 58:257-266.
34. Gitelson A.A., Merzlyak M.N. Remote estimation of chlorophyll content in higher plant leaves. International Journal of Remote Sensing 1997, 18(2).
35. Gitelson A.A., Merzlyak M.N., Chivkunova O.B. Optical properties and non-destructive estimation of anthocyanin content in plant leaves. Photochemistry and Photobiology 2001, 74:38-45.
36. Gleason P.J., Stone P. Age, origin, and landscape evolution of the Everglades peatland. Everglades: The ecosystem and its restoration 1994, 149-198.
37. Govender M., Chetty K., Bulcock H. A review of hyperspectral remote sensing and its application in vegetation and water resource studies. Water SA 2007, 33(2).
38. Green E.P., Clark C.D., Mumby P.J., Edwards A.J., Ellies A.C. Remote sensing techniques for mangrove mapping. International Journal of Remote Sensing 1998, 19(5):935-956.
39. Griffith J., Martinko E., Whistler J., Price K. Relationships among landscape pattern, NDVI and stream water quality in the U.S. Central Plains. Journal of Environmental Quality 2002, 31:846-859.
40. Hirano A., Madden M., Welch R. Hyperspectral image data for mapping wetland vegetation. Wetlands 2003, 23(2):436-448.
41. Huete A.R. A soil-adjusted vegetation index (SAVI). Remote Sensing of Environment 1988, 25:295-309.
42. Huete A., Didan K., Miura T., Rodruguez E.P., Gao X., Ferreira L.G. Overview of the radiometric and biophysical performance of the MODIS vegetation indices. Remote Sensing of the Environment 2002, 83(1-2):195-213.
43. Huete A., Justice C., Liu H. Development of vegetation and soil indices for MODIS-EOS. Remote Sensing of Environment 1994, 49:224-234.
44. Huete A.R., Liu H.Q., Batchily K., van Leeuwen W. A comparison of vegetation indices over a global set of TM images for EOS-MODIS. Remote Sensing of the Environment 1997, 59:440-451.
45. Hurcom S.J., Harrison A.R., Taberner M. Assessment of biophysical vegetation properties through spectral decomposition techniques. Remote Sensing of the Environment 1996, 56:203-214.
46. Kamaruzaman J., Kasawani I. Imaging spectrometry on mangrove species identification and mapping in Malaysia. WSEAS Transactions on Biology and Biomedicine 2007, 4(8):118-124.
47. Knipling E.B. Physical and physiological basis for the reflectance of visible and near-infrared radiation from vegetation. Remote Sensing of the Environment 1970, 1(3):155-159.
48. Kokaly R.F., Clark R.N. Spectroscopic determination of leaf biochemistry using band-depth analysis of absorption features and stepwise multiple linear regression. Remote Sensing of the Environment 1999, 67:267-287.
49. Krauss K.W., Doyle T.W., Twilley R.R., Rivera-Monroy V.H., Sullivan J.K. Evaluating the relative contribution of hydroperiod and soil fertility on growth of south Florida mangroves. Hydrobiologia 2006, 569:311-324.
50. Kuenzler E.J. Mangrove swamp systems. Coastal ecological systems of the United States 1969, 3:53-83. Inst. Mar. Sci., Univ. North Carolina, Chapel Hill, N.C., (1878). H.T. Odum, B.J. Copeland, E.A. McMahon (Eds.).
51. Kushlan J.A. Wetlands and wildlife, the Everglades perspective. DOE Symposium Series 1989, 61:773-790. R.R. Sharitz, J.W. Gibbons (Eds.).
52. Lauten G.N., Rock B.N. Physiological and spectral analysis of the effects of sodium chloride on Syringa vulgaris. Geoscience and Remote Sensing Symposium 1992, 236-238.
53. Light S.S., Dineen J.W. Water control in the Everglades: A historical perspective. Everglades: The ecosystem and its restoration 1994, 47-84. St. Lucie Press, Boca Raton, FL. S.M. Davis, J.C. Ogden (Eds.).
54. Lin G.H., Sternberg L.D.S.L. Effect of growth form, salinity, nutrient and sulfide on photosynthesis, carbon isotope discrimination and growth of red mangrove (Rhizophora mangle L.). Functional Plant Biology 1992, 19(5). (509-217).
55. Lotze H.K., Lenihan H.S., Bourque B.J., Bradbury R.H., Cooke R.G., Kay M.C., et al. Depletion, degradation and recovery potential of estuaries and coastal seas. Science 2006, 312(5781):1806-1809.
56. Lugo A.E., Snedaker S.C. The ecology of mangroves. Annual Review of Ecology and Systematics 1974, 5:39-64.
57. Macera-Piineda J.E., Twilley R.R., Rivera-Monroy V.H. Carbon and nitrogen isotopic discrimination in mangroves in Florida coastal Everglades as a function of environmental stress. Contributions in Marine Science 2009, 38:109-129.
58. Merzlyak M.N., Gitelson A.A., Chivkunova O.B., Rakitin V.Y. Non-destructive optical detection of lead senescence and fruit ripening. Physiologia Plantarum 1999, 1:135-141.
59. Mestre H. The absorption of radiation by leaves and algae. Cold Spring Harbor Symposia on Quantitative Biology 1935, 3:191-209.
60. Mitsch W., Gosselink J.G. Wetlands 2000, VanNostrand Reinhold Co., New York, (920pp.). 3rd ed.
61. Montgomery J.R., Zimmerman C.E., Price M.T. The collection, analysis and variation of nutrients in estuarine pore water. Estuarine, Coastal and Marine, Science 1979, 9:203-214.
62. Naumann J.C., Anderson J.E., Young D.R. Linking physiological responses, chlorophyll fluorescence and hyperspectral imagery to detect salinity stress using the physiological reflectance index in the coastal shrub, Myrica cerifera. Remote Sensing of the Environment 2008, 112:2865-3875.
63. Nichol C.J., Rascher U., Matsubara S., Osmond B. Assessing photosynthetic efficiency in an experimental mangrove canopy using remote sensing and chlorophyll fluorescence. Trees 2006, 20:9-15.
64. Obeysekera J., Browder J., Hornung L., Harwell M.A. The natural South Florida system I: Climate, geology, and hydrology. Urban Ecosystems 1999, 3:223-244.
65. Olmsted I.C., Loope L.L., Hilsenbeck C.E. Tropical hardwood hammocks of the interior of Everglades National Park and Big Cypress National Preserve. Everglades National Park South Florida Research Center report no. T-604 1980.
66. Orem W.H., Holmes C.W., Kendall C., Lerch H.E., Bates A.L., Silva S.R., et al. Geochemistry of Florida Bay sediments: Nutrient history at five sites in eastern and central Florida Bay. Journal of Coastal Research 1999, 15(4):1055-1071.
67. Parida A.K., Jha B. Salt tolerance mechanisms in mangroves: A review. Trees 2010, 21:199-271.
68. Pendleton L., Donato D.C., Murray B.C., Crooks S., Jenkins W.A., Sifleet S., et al. Estimating global "blue carbon" emission from conversion and degradation of vegetation coastal ecosystems. PLoS ONE 2012, 7(9).
69. Poss J.A., Russell W.B. Salt tolerance and canopy reflectance of Kentucky Bluegrass cultivars. HortScience 2010, 45(6):952-960.
70. Price R.M., Swart P.K., Fourqurean J.W. Coastal groundwater discharge - An additional source of phosphorus for the oligotrophic wetlands of the Everglades. Hydrobiologia 2006, 569:23-26.
71. Provost M.W. Mean high water mark and use of tidelands in Florida. Florida Scientist 1973, 36:50-66.
72. Ramsey E.W., Jensen J.R. Remote sensing of mangrove wetlands: Relating canopy spectra to site-specific data. Photogrammetric Engineering and Remote Sensing 1996, 62(8):939-948.
73. Randazzo A.F., Jones D.S. The geology of Florida 1997, 327. University Press of Florida, Gainesville, FL.
74. Reef R., Feller I.C., Lovelock C.E. Nutrition of mangroves. Tree Physiology 2010, 30(9):1148-1160.
75. Rivera-Monroy V.H., Twilley R.R., Davis S.E., Childers D.L., Simard M., Chambers R., et al. The role of the Everglades mangrove ecotone region (EMER) in regulating nutrient cycling and wetland productivity in south Florida. Critical Review in Environmental Science and Technology 2011, 41(1).
76. Roberts D.A., Roth K.L., Perroy R.L. Hyperspectral vegetation indices. Hyperspectral remote sensing of vegetation 2011, 309-327. Taylor and Francis, New York. Thenkabail, J.G. Lyron, A. Huete (Eds.).
77. Rudnick D., Chen Z., Childers D., Boyer J., Fontaine T. Phosphorus and nitrogen inputs to Florida Bay: The importance of the Everglades watershed. Estuaries 1999, 22:398-416.
78. Simard M., Zhang K., Rivera-Monroy V.H., Ross M., Ruiz P., Castaneda-Moya E., et al. Mapping mangrove height and estimate biomass in the Everglades using SRTM elevation data. Photogrammetric Engineering and Remote Sensing 2006, 72(3):299-311.
79. Sims D.A., Gamon J.A. Relationships between leaf pigment content and spectral reflectance across a wide range of species, leaf structures and development stages. Remote Sensing of the Environment 2002, 81:337-354.
80. Sklar F.H., van der Valk A. Tree islands of the Everglades 2003, Springer.
81. Solarzano L., Sharp J.H. Determination of total dissolved phosphorus and particulate phosphorus in natural waters. Limnology and Oceanography 1980, 25:754-758.
82. Song C., White B.L., Heumann B.W. Hyperspectral remote sensing of salinity stress on red (Rhizophora mangle) and white (Laguncularia racemosa) mangroves on Galapagos Islands. Remote Sensing Letters 2011, 2(3):221-230.
83. Spalding M., Kainuma M., Collins L. World atlas of Mangroves 2010, 305. Earthscan, London.
84. Sutula M., Day J.W., Cable J., Rudnick D. Hydrological and nutrient budgets of freshwater and estuarine wetlands of Taylor Slough in southern Everglades, Florida (U.S.A.). Biogeochemistry 2001, 56:287-310.
85. Twilley R.R., Chen R.H., Hargis T. Carbon sinks in mangroves and their implications to carbon budget of tropical coastal ecosystems. Water, Air, and Soil Pollution 1992, 64:265-288.
86. Twilley R.R., Rivera-Monroy V.H. Developing performance measures of mangrove wetlands using simulation models of hydrology, nutrient biogeochemistry, and community dynamics. Journal of Coastal Research 2005, 40:79-93.
87. Vaiphasa C., Ongsomwang S., Vaiphasam T., Skidmore A.K. Tropical mangrove species discrimination using hyperspectral data: A laboratory study. Estuarine, Coastal and Shelf Science 2005, 65(1-2):371-379.
88. Valiela I., Bowen J.L., York J. Mangrove forests: One of the world's threatened major tropical environments. BioScience 2001, 51(10):807-815.
89. Vogelmann J.E., Rock B.N., Moss D.M. Red edge measurements in sugar maple leaves. International Journal of Remote Sensing 1993, 14:1563-1575.
90. Vorosmarty C.J., Green P., Salisbury J., Lammers R.B. Global water resources: Vulnerability from climate change and population growth. Science 2000, 289(5477):284-288.
91. Walker R., Solecki W. Theorizing land-cover and land-use change: The case of the Florida Everglades and its degradation. Annals of the Association of America Geographers 2004, 94(2):311-328.
92. Wang L., Sousa W.P. Distinguishing mangroves species with laboratory measurement of hyperspectral leaf reflectance. International Journal of Remote Sensing 2009, 30(5):1267-1281.
93. Wang L., Sulivan J., Sousa W. Neural network classification of mangrove species from multiseasonal IKONOS imagery. Photogrammetric Engineering and Remote Sensing 2008, 74:921-927.
94. Wang J.D., van de Kreeke J., Krishnan N., Smith D. Wind and tide response in Florida Bay. Bulletin of Marine Science 1994, 54:579-601.
95. Wanless H.R., Parkinshon R.W., Tedesco L.P. Sea level control on stability of Everglades wetlands. Everglades: The ecosystem and its restoration 1994, 199-224.
96. Williams P., Norris K. Near-infrared technology in the agricultural and food industries 2001, American Association of Cereal Chemists Press, Minnesota, (296pp.).
97. Winemiller K.O., Jepsen D.B. Effects of seasonality and fish movement of tropical river food webs. Journal of Fish Biology 1998, 53:267-296.
98. Xu L., Samanta A., Costa M.H., Ganguly S., Nemani R.R., Myneni R.B. Widespread decline in greenness of Amazonian vegetation due to the 2010 drought. Geophysical Research Letters 2011, 38(7).
99. Zapata-Rios X., Price R.M. Estimates of groundwater discharge to a coastal wetland using multiple techniques: Taylor Slough, Everglades National Park, USA. Hydrogeology Journal 2012, 20:1651-1668.
100. Zarco-Tejada P.J., Pushnik J., Dobrowski S., Ustin S.L. Steady-state chlorophyll-a fluorescence detection from canopy derivative reflectance and double-peak red-edge effects. Remote Sensing of the Environment 2003, 84(2):283-294.
101. Zinnert J.C., Nelson J.D., Hoffman A.M. Effects of salinity on physiological response and the photochemical reflectance index in two co-occurring coastal shrubs. Plant and Soil 2011, 354(1-2):45-55.