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Wetlands of the Lowland Amazon Basin: Extent, Vegetative Cover, and Dual-season Inundated Area as Mapped with JERS-1 Synthetic Aperture Radar

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Abstract

Wetland extent, vegetation cover, and inundation state were mapped for the first time at moderately high (100 m) resolution for the entire lowland Amazon basin, using mosaics of Japanese Earth Resources Satellite (JERS-1) imagery acquired during low- and high-water seasons in 1995–1996. A wetlands mask was created by segmentation of the mosaics and clustering of the resulting polygons; a rules set was then applied to classify wetland areas into five land cover classes and two flooding classes using dual-season backscattering values. The mapped wetland area of 8.4 × 105 km2 is equivalent to 14 % of the total basin area (5.83 × 106 km2) and 17 % of the lowland basin (5.06 × 106 km2). During high-water season, open water surfaces accounted for 9 % of the wetland area, woody vegetation 77 %, and aquatic macrophytes 14 %. Producer’s accuracy as assessed using high-resolution digital videography was better than 85 % for wetland extent. The mapped flooding extent is representative of average high- and low-flood conditions for latitudes north of 6° S; flooding conditions were less well captured for the southern part of the basin. Global data sets derived from lower-resolution optical sensors capture less than 25 % of the wetland area mapped here.

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References

  • Abell R (2002) Conservation biology for the biodiversity crisis: a freshwater follow-up. Conservation Biology 16(5):1435–1437

    Article  Google Scholar 

  • Abril G, Martinez J-M, Artigas LF, Moreira-Turcq P, Benedetti MF, Vidal L, Meziane T, Kim J-H, Bernardes MC, Savoye N (2013) Amazon River carbon dioxide outgassing fuelled by wetlands. Nature 505:395–398

    Article  PubMed  Google Scholar 

  • Acreman M, Holden J (2013) How wetlands affect floods. Wetlands 33(5):773–786

    Article  Google Scholar 

  • Adam E, Mutanga O, Rugege D (2010) Multispectral and hyperspectral remote sensing for identification and mapping of wetland vegetation: a review. Wetlands Ecology and Management 18(3):281–296

    Article  Google Scholar 

  • Alsdorf D, Lettenmaier D, Vorosmarty C, NASA Surface Water Working Group (2003) The need for global, satellite-based observations of terrestrial surface waters. Eos, Transactions American Geophysical Union 84(29):269–280

  • Anonymous (2005) Documentation for the Shuttle Radar Topography Mission Water Body Data Files. http://dds.cr.usgs.gov/srtm/version2_1/SWBD/SWBD_Documentation/Readme_SRTM_Water_Body_Data.pdf

  • Arnesen AS, Silva TSF, Hess LL, Novo EMLM, Rudorff CM, Chapman BD, McDonald KC (2013) Monitoring flood extent in the lower Amazon River floodplain using ALOS/PALSAR ScanSAR images. Remote Sensing of Environment 130:51–61

    Article  Google Scholar 

  • Arraut EM, Marmontel M, Mantovani JE, Novo EMLM, Macdonald DW, Kenward RE (2010) The lesser of two evils: seasonal migrations of Amazonian manatees in the Western Amazon. J Zool 280(3):247–256

  • Aufdenkampe AK, Mayorga E, Raymond PA, Melack JM, Doney SC, Alin SR, Aalto RE, Yoo K (2011) Riverine coupling of biogeochemical cycles between land, oceans, and atmosphere. Frontiers in Ecology and the Environment 9(1):53–60

    Article  Google Scholar 

  • Bayley PB (1995) Understanding large river-floodplain ecosystems. BioScience 45:153–158

    Article  Google Scholar 

  • Câmara G, Souza RCM, Freitas UM, Garrido JCP (1996) SPRING: integrating remote sensing and GIS by object-oriented data modeling. Computers and Graphics 20(3):395–403

    Article  Google Scholar 

  • Castello L, McGrath DG, Hess LL, Coe MT, Lefebvre PA, Petry P, Macedo MN, Renó VF, Arantes CC (2013) The vulnerability of Amazon freshwater ecosystems. Conservation Letters 6(4):217–229

    Article  Google Scholar 

  • Chapman B, Siqueira P, Freeman A (2002) The JERS amazon Multi-Season Mapping Study (JAMMS): observation strategies and data characteristics. International Journal of Remote Sensing 23(7):1427–1446

    Article  Google Scholar 

  • Cole JJ, Prairie YT, Caraco NF, McDowell WH, Tranvik LJ, Striegl RG, Duarte CM, Kortelainen P, Downing JA, Middelburg JJ, Melack JM (2007) Plumbing the global carbon cycle: integrating inland waters into the terrestrial carbon budget. Ecosystems 10(1):172–185

  • Costa MH, Oliveira CHC, Andrade RG, Bustamante TR, Silva FA, Coe M (2002) A macroscale hydrological data set of river flow routing parameters for the Amazon Basin. Journal of Geophysical Research 107(D20), doi:10.1029/2000JD000309

  • Di Gregorio A (2005) Land cover classification system: classification concepts and user manual. Food and Agriculture Organization of the United Nations, Rome

  • Downing JA (2009) Global limnology: up–scaling aquatic services and processes to planet Earth. Internationale Vereinigung für Theoretische und Angewandte Limnologie: Verhandlungen 30:1149–1166

  • Earth Satellite Corporation (2002) GeoCover product description sheet, http://glcf.umd.edu/library/guide/GeoCover_circa_1990_Product_Description.pdf

  • Engle DL, Melack JM, Doyle RD, Fisher TR (2008) High rates of net primary production and turnover of floating grasses on the Amazon floodplain: implications for aquatic respiration and regional CO2 flux. Global Change Biology 14(2):369–381

    Article  Google Scholar 

  • Eva HD, de Miranda EE, Bella CMD, Gond V, Huber O, Sgrenzaroli M, Jones S, Coutinho A, Dorado A, Guimaraes M, Elvidge C, Achard F, Belward AS, Bartholome E, Baraldi A, Grandi GD, Vogt P, Fritz S, Hartley A (2002) A vegetation map of South America. Joint Research Centre of the European Commission, Luxembourg

    Google Scholar 

  • Evans TL, Costa M, Telmer K, Silva TS (2010) Using ALOS/PALSAR and RADARSAT-2 to map land cover and seasonal inundation in the Brazilian Pantanal. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 3(4):560–575

    Article  Google Scholar 

  • Farr TG, Rosen PA, Caro E, Crippen R, Duren R, Hensley S, Kobrick M, Paller M, Rodriguez E, Roth L, Seal D, Shaffer S, Shimada J, Umland J, Werner M, Oskin M, Burbank D, Alsdorf D (2007) The shuttle radar topography mission. Reviews of Geophysics 45(2). doi: 10.1029/2005RG000183

  • Ferreira-Ferreira J, Silva TSF, Streher AS, Affonso AG, de Almeida Furtado LF, Forsberg BR, Valsecchi J, Queiroz HL, de Moraes Novo EML (2014) Combining ALOS/PALSAR derived vegetation structure and inundation patterns to characterize major vegetation types in the Mamirauá Sustainable Development Reserve, Central Amazon floodplain, Brazil. Wetlands Ecology and Management:1–19

  • Finlayson CM, Valk AGvd (1995) Classification and inventory of the world’s wetlands. Vegetatio 118 (Special issue (entire issue)):1–192

  • Finlayson CM, D’Cruz R, Davidson N (eds) (2005) Ecosystems and human well-being: wetlands and water. Millennium ecosystem assessment 2005. Millennium ecosystem assessment. World Resources Institute, Washington, D.C.

  • Frey KE, Smith LC (2007) How well do we know northern land cover? Comparison of four global vegetation and wetland products with a new ground-truth database for West Siberia. Global Biogeochemical Cycles 21:1–15

    Article  Google Scholar 

  • Friedl MA, McIver DK, Hodges JCF, Zhang XY, Muchoney D, Strahler AH, Woodcock CE, Gopal S, Schneider A, Cooper A, Baccini A, Gao F, Schaaf C (2002) Global land cover mapping from MODIS: algorithms and early results. Remote Sensing of Environment 83(1–2):287–302

    Article  Google Scholar 

  • Hansen MC, Potapov PV, Moore R, Hancher S, Turubanova S, Tyukavina A, Thau D, Stehman S, Goetz S, Loveland T (2013) High-resolution global maps of 21st-century forest cover change. Science 342:850–853

    Article  CAS  PubMed  Google Scholar 

  • Hawes JE, Peres CA, Riley LB, Hess LL (2012) Landscape-scale variation in structure and biomass of Amazonian seasonally flooded and unflooded forests. Forest Ecology and Management 281:163–176

    Article  Google Scholar 

  • Hess LL, Melack JM, Simonett DS (1990) Radar detection of flooding beneath the forest canopy: a review. International Journal of Remote Sensing 11:1313–1325

    Article  Google Scholar 

  • Hess LL, Novo EMLM, Slaymaker DM, Holt J, Steffen C, Valeriano DM, Mertes LAK, Krug T, Melack JM, Gastil M, Holmes C, Hayward C (2002) Geocoded digital videography for validation of land cover mapping in the Amazon basin. International Journal of Remote Sensing 23(7):1527–1555

    Article  Google Scholar 

  • Hess LL, Melack JM, Novo EMLM, Barbosa CCF, Gastil M (2003) Dual-season mapping of wetland inundation and vegetation for the central Amazon basin. Remote Sensing of Environment 87:404–428

    Article  Google Scholar 

  • Hoekman DH, Vissers MA, Wielaard N (2010) PALSAR wide-area mapping of Borneo: methodology and map validation. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 3(4):605–617

    Article  Google Scholar 

  • Jarvis A, Reuter HJ, Nelson A, Guevara E (2008) Hole-filled SRTM for the globe Version 4, available from the CGIAR-CSI SRTM 90 m Database, http://srtm.csi.cgiar.org

  • Josse C, Navarro G, Encarnación F, Tovar A, Comer P, Ferreira W, Rodríguez F, Saito J, Sanjurjo J, Dyson J, Celis ER, Zárate R, Chang J, Ahuite M, Vargas C, Paredes F, Castro W, Maco J, Reátegui F (2007) Ecological systems of the Amazon basin of Peru and Bolivia: classification and mapping. NatureServe, Arlington

    Google Scholar 

  • Junk WJ (2013) Current state of knowledge regarding South America wetlands and their future under global climate change. Aquatic Sciences 75(1):113–131

    Article  Google Scholar 

  • Junk WJ, Bayley PB, Sparks RE (1989) The flood pulse concept in river-floodplain systems. Canadian Special Publication of Fisheries and Aquatic Sciences 106:110–127

    Google Scholar 

  • Junk WJ, Piedade MTF, Schongart J, Cohn-Haft M, Adeney JM, Wittmann F (2011) A classification of major naturally-occurring Amazonian wetlands. Wetlands 31:623–640

    Article  Google Scholar 

  • Kasischke ES, Melack JM, Dobson MC (1997) The use of imaging radars for ecological applications—a review. Remote Sensing of Environment 59:141–156

    Article  Google Scholar 

  • Keller M, Bustamante M, Gash J, Dias PS (2013) Amazonia and global change, vol 186. Wiley

  • Kingsford RT (2011) Conservation management of rivers and wetlands under climate change—a synthesis. Marine and Freshwater Research 62(3):217–222

    Article  CAS  Google Scholar 

  • Lamberti GA, Chaloner DT, Hershey AE (2010) Linkages among aquatic ecosystems. Journal of the North American Benthological Society 29(1):245–263

    Article  Google Scholar 

  • Landmann T, Schramm M, Colditz RR, Dietz A, Dech S (2010) Wide area wetland mapping in semi-arid Africa using 250-meter MODIS metrics and topographic variables. Remote Sensing 2(7):1751–1766

    Article  Google Scholar 

  • Lehner B, Döll P (2004) Development and validation of a global database of lakes, reservoirs and wetlands. Journal of Hydrology 296:1–22

    Article  Google Scholar 

  • Lobón-Cerviá J, Hess LL, Melack JM, Araujo-Lima CA (2015) The importance of forest cover for fish richness and abundance on the Amazon floodplain. Hydrobiologia 750:245–255

    Article  Google Scholar 

  • Loveland TR, Reed BC, Brown JF, Ohlen DO, Zhu Z, Yang L, Merchant JW (2000) Development of a global land cover characteristics database and IGBP DISCover from 1 km AVHRR data. International Journal of Remote Sensing 21(6):1303–1330

    Article  Google Scholar 

  • Lowry J, Hess L, Rosenqvist A (2009) Mapping and monitoring wetlands around the world using ALOS PALSAR: the ALOS Kyoto and Carbon Initiative wetlands products. In: Jones S, Reinke K (eds) Innovations in remote sensing and photogrammetry. Springer, Berlin, pp 105–120

    Chapter  Google Scholar 

  • Matthews E, Fung I (1987) Methane emissions from natural wetlands:global distribution, area, and environmental characteristics of sources. Glob Biogeochem Cycles 1:61–86

  • Melack JM (2004) Remote sensing of tropical wetlands. In: Ustin S (ed) Manual of remote sensing, vol 4. Wiley, New York, pp 319–343

    Google Scholar 

  • Melack JM (2015) Aquatic ecosystems. In: Nagy L, Forsberg B, Artaxo P (eds.) The large-scale biosphere Atmosphere Programme in Amazonia. Ecological Studies, Springer

  • Melack JM, Coe MT (2013) Climate change and the floodplain lakes of the Amazon basin. Climatic change and global warming of inland waters: Impacts and Mitigation for Ecosystems and Societies: 295–310

  • Melack JM, Hess LL, Gastil M, Forsberg BR, Hamilton SK, Lima IBT, Novo EMLM (2004) Regionalization of methane emissions in the Amazon Basin with microwave remote sensing. Global Change Biology 10(5):530–544

    Article  Google Scholar 

  • Melack JM, Novo EM, Forsberg BR, Piedade MT, Maurice L (2009) Floodplain ecosystem processes. Amazonia and Global Change: 525–541

  • Mitchell TD, Jones PD (2005) An improved method of constructing a database of monthly climate observations and associated high-resolution grids. International Journal of Climatology 25(6):693–712

    Article  Google Scholar 

  • Nakaegawa T (2012) Comparison of water-related land cover types in six 1-km global land cover data sets. Journal of Hydrometeorology 13(2):649–664

    Article  Google Scholar 

  • Navarro G, Fuentes A (1999) Geobotánica y sistemas ecológicos de paisaje en el Gran Chaco de Bolivia. Revista Boliviana de Ecologia 5:25–50

    Google Scholar 

  • Orodyne C, Friedl MA (2008) Using MODIS data to characterize seasonal inundation patterns in the Florida Everglades. Remote Sensing of Environment 112(11):4107–4119

    Article  Google Scholar 

  • Ozesmi SL, Bauer ME (2002) Satellite remote sensing of wetlands. Wetlands Ecology and Management 10(5):381–402

    Article  Google Scholar 

  • Peckham SD (2008) Geomorphometry in RiverTools. In: Hengl T, Reuter H (eds) Geomorphometry: concepts, software, applications. Elsevier, Amsterdam, pp 411–430

    Google Scholar 

  • Prigent C, Papa F, Aires F, Rossow WB, Matthews E (2007) Global inundation dynamics inferred from multiple satellite observations, 1993–2000. Journal of Geophysical Research 112 (D12107). doi:10.1029/2006JD007847

  • Revenga C, Campbell I, Abell R, Pd V, Bryer M (2005) Prospects for monitoring freshwater ecosystems towards the 2010 targets. Philosphical Transactions of the Royal Society B 360:397–413

    Article  CAS  Google Scholar 

  • Richey JE, Melack JM, Aufdenkampe AK, Ballester VM, Hess LL (2002) Outgassing from Amazonian rivers and wetlands as a large tropical source of atmospheric CO2. Nature 416(6881):617–620

    Article  CAS  PubMed  Google Scholar 

  • Rosenqvist A, Shimada M, Chapman B, Freeman A, De Grandi G, Saatchi S, Rauste Y (2000) The Global Rain Forest Mapping Project—a review. International Journal of Remote Sensing 21(6–7):1375–1387

    Article  Google Scholar 

  • Rosenqvist A, Shimada M, Ito N, Watanabe M (2007) ALOS PALSAR: a pathfinder mission for global-scale monitoring of the environment. IEEE Transactions on Geoscience and Remote Sensing 45(11):3307–3316

    Article  Google Scholar 

  • Scott DA, Jones TA (1995) Classification and inventory of wetlands: a global overview. Vegetatio 118:3–16

    Article  Google Scholar 

  • Shimada M, Itoh T, Motooka T, Watanabe M, Shiraishi T, Thapa R, Lucas R (2014) New global forest/non-forest maps from ALOS PALSAR data (2007–2010). Remote Sensing of Environment 155:13–31

    Article  Google Scholar 

  • Silva TSF, Costa MPF, Melack JM, Novo EMLM (2008) Remote sensing of aquatic vegetation: theory and applications. Environmental Monitoring and Assessment 140:131–145

    Article  PubMed  Google Scholar 

  • Silva TSF, Costa MPF, Melack JM (2010) Spatial and temporal variability of macrophyte cover and productivity in the eastern Amazon floodplain: a remote sensing approach. Remote Sensing of Environment 114:1998–2010

    Article  Google Scholar 

  • Siqueira P, Hensley S, Shaffer S, Hess L, McGarragh G, Chapman B, Freeman A (2000) A continental-scale mosaic of the Amazon Basin using JERS-1 SAR. IEEE Transactions on Geoscience and Remote Sensing 38(6):2638–2644

    Article  Google Scholar 

  • Wang Y, Hess LL, Filoso S, Melack JM (1995) Understanding the radar backscattering from flooded and nonflooded Amazonian forests: results from canopy backscatter modeling. Remote Sensing of Environment 54:324–332

    Article  Google Scholar 

  • Wood EF, Roundy JK, Troy TJ, Van Beek L, Bierkens MF, Blyth E, de Roo A, Döll P, Ek M, Famiglietti J (2011) Hyperresolution global land surface modeling: meeting a grand challenge for monitoring Earth’s terrestrial water. Water Resources Research 47, W05301. doi:10.1029/2010WR010090

    Article  Google Scholar 

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Acknowledgments

JERS-1 imagery used in this analysis was provided by Japan’s Aerospace Exploration Agency (JAXA) as part of its Global Rain Forest Mapping (GRFM) Project, and JERS-1 mosaics were provided by B. Chapman at Jet Propulsion Laboratory. We gratefully acknowledge C. Prigent and F. Papa for making global inundation data sets available. This work was funded by NASA under LBA-ECO investigations LC-07 and LC-32, and NNX10AB66G. D. Alsdorf provided helpful comments on an earlier version of the paper.

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Hess, L.L., Melack, J.M., Affonso, A.G. et al. Wetlands of the Lowland Amazon Basin: Extent, Vegetative Cover, and Dual-season Inundated Area as Mapped with JERS-1 Synthetic Aperture Radar. Wetlands 35, 745–756 (2015). https://doi.org/10.1007/s13157-015-0666-y

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