An expert system model for mapping tropical wetlands and peatlands reveals South America as the largest contributor

Abstract Wetlands are important providers of ecosystem services and key regulators of climate change. They positively contribute to global warming through their greenhouse gas emissions, and negatively through the accumulation of organic material in histosols, particularly in peatlands. Our understanding of wetlands’ services is currently constrained by limited knowledge on their distribution, extent, volume, interannual flood variability and disturbance levels. We present an expert system approach to estimate wetland and peatland areas, depths and volumes, which relies on three biophysical indices related to wetland and peat formation: (1) long‐term water supply exceeding atmospheric water demand; (2) annually or seasonally water‐logged soils; and (3) a geomorphological position where water is supplied and retained. Tropical and subtropical wetlands estimates reach 4.7 million km2 (Mkm2). In line with current understanding, the American continent is the major contributor (45%), and Brazil, with its Amazonian interfluvial region, contains the largest tropical wetland area (800,720 km2). Our model suggests, however, unprecedented extents and volumes of peatland in the tropics (1.7 Mkm2 and 7,268 (6,076–7,368) km3), which more than threefold current estimates. Unlike current understanding, our estimates suggest that South America and not Asia contributes the most to tropical peatland area and volume (ca. 44% for both) partly related to some yet unaccounted extended deep deposits but mainly to extended but shallow peat in the Amazon Basin. Brazil leads the peatland area and volume contribution. Asia hosts 38% of both tropical peat area and volume with Indonesia as the main regional contributor and still the holder of the deepest and most extended peat areas in the tropics. Africa hosts more peat than previously reported but climatic and topographic contexts leave it as the least peat‐forming continent. Our results suggest large biases in our current understanding of the distribution, area and volumes of tropical peat and their continental contributions.

[1]  E. Dlugokencky,et al.  Non-CO2 greenhouse gases and climate change , 2011, Nature.

[2]  Josep G. Canadell,et al.  Current and future CO 2 emissions from drained peatlands in Southeast Asia , 2009 .

[3]  K. Beven,et al.  A physically based, variable contributing area model of basin hydrology , 1979 .

[4]  C. M. Finlayson,et al.  Wetland classification and inventory: A summary , 1995, Vegetatio.

[5]  Tropical Peat Accumulation in Central Amazonia , 2013, Wetlands.

[6]  S. E. Page,et al.  Improving estimates of tropical peatland area, carbon storage, and greenhouse gas fluxes , 2015, Wetlands Ecology and Management.

[7]  J. Randerson,et al.  Climate regulation of fire emissions and deforestation in equatorial Asia , 2008, Proceedings of the National Academy of Sciences.

[8]  Florian Siegert,et al.  Derivation of burn scar depths and estimation of carbon emissions with LIDAR in Indonesian peatlands , 2009, Proceedings of the National Academy of Sciences.

[9]  A. Grootjans,et al.  Fen Mires with cushion plants in Bale Mountains Ethiopia, Mires and Peat 15: 1-10. , 2015 .

[10]  J. L. Parra,et al.  Very high resolution interpolated climate surfaces for global land areas , 2005 .

[11]  Kenneth L. Denman Canada Couplings between changes in the climate system and biogeochemistry , 2008 .

[12]  K. Roucoux,et al.  Inception, history and development of peatlands in the Amazon Basin , 2010 .

[13]  Christopher J. Banks,et al.  Global and regional importance of the tropical peatland carbon pool , 2011 .

[14]  Frédéric Frappart,et al.  The Major Floods in the Amazonas River and Tributaries (Western Amazon Basin) during the 1970–2012 Period: A Focus on the 2012 Flood , 2013 .

[15]  T. McCarthy The great inland deltas of Africa , 1993 .

[16]  T. Gumbricht Soil Moisture Dynamics Estimated from MODIS Time Series Images , 2016 .

[17]  M. Horbe,et al.  Tropical spodosols in northeastern Amazonas state, Brazil , 2004 .

[18]  W. Oechel,et al.  The uncertain climate footprint of wetlands under human pressure , 2015, Proceedings of the National Academy of Sciences.

[19]  J. Torti Floods in Southeast Asia: A health priority , 2012, Journal of global health.

[20]  C. Evrard,et al.  Recherches écologiques sur le peuplement forestier des sols hydromorphes de la Cuvette central congolaise , 1968 .

[21]  H. Cubizolle,et al.  Mires and Histosols in French Guiana (South America): new data relating to location and area , 2013 .

[22]  Peter Bergamaschi,et al.  Tropical methane emissions: A revised view from SCIAMACHY onboard ENVISAT , 2008 .

[23]  Alisa L. Gallant,et al.  The Challenges of Remote Monitoring of Wetlands , 2015, Remote. Sens..

[24]  Y. Kerr,et al.  State of the Art in Large-Scale Soil Moisture Monitoring , 2013 .

[25]  F. Wittmann,et al.  A Classification of Major Naturally-Occurring Amazonian Lowland Wetlands , 2011, Wetlands.

[26]  S. Page,et al.  Global vulnerability of peatlands to fire and carbon loss , 2015 .

[27]  H. Tuomisto,et al.  Parameters for global ecosystem models , 1999, Nature.

[28]  Megan W. Lang,et al.  advances in remotely sensed data and techniques for wetland mapping and monitoring , 2015 .

[29]  Melanie L. J. Stiassny,et al.  The Congo River Basin , 2016 .

[30]  C. Prigent,et al.  Modeling regional to global CH4 emissions of boreal and arctic wetlands , 2010 .

[31]  M. Quinones,et al.  DETECTION AND CHARACTERIZATION OF COLOMBIAN WETLANDS: Integrating geospatial data with remote sensing derived data. USING ALOS PALSAR AND MODIS IMAGERY , 2015 .

[32]  J. Monerris,et al.  Peatlands of the Peruvian Puna ecoregion: Types, characteristics and disturbance , 2015 .

[33]  S. Derenne,et al.  Podzolisation and exportation of organic matter in black waters of the Rio Negro (upper Amazon basin, Brazil) , 2009 .

[34]  Y. Schaeffer-Novelli,et al.  Brazilian wetlands: their definition, delineation, and classification for research, sustainable management, and protection , 2014 .

[35]  Shuqing An,et al.  Current state of knowledge regarding the world’s wetlands and their future under global climate change: a synthesis , 2012, Aquatic Sciences.

[36]  J. Loisel,et al.  Global peatland dynamics since the Last Glacial Maximum , 2010 .

[37]  Inez Y. Fung,et al.  Methane emission from natural wetlands: Global distribution, area, and environmental characteristics of sources , 1987 .

[38]  M. Hulme,et al.  A high-resolution data set of surface climate over global land areas , 2002 .

[39]  Melanie L. J. Stiassny,et al.  The Congo River Basin , 2016 .

[40]  S. Kennedy,et al.  Lead, GABA, and seizures: effects of subencephalopathic lead exposure on seizure sensitivity and GABAergic function. , 1979, Environmental research.

[41]  M. Tobler,et al.  Peatlands of the Madre de Dios River of Peru: Distribution, Geomorphology, and Habitat Diversity , 2012, Wetlands.

[42]  B. Volkoff,et al.  From Oxisols to Spodosols and Histosols: evolution of the soil mantles in the Rio Negro basin (Amazonia) , 1998 .

[43]  Sean Sloan,et al.  Major atmospheric emissions from peat fires in Southeast Asia during non-drought years: evidence from the 2013 Sumatran fires , 2014, Scientific Reports.

[44]  D. Roy,et al.  Remote sensing to detect sub-surface peat fires and peat fire scars in the Okavango Delta, Botswana : research article , 2002 .

[45]  H. Joosten,et al.  Peatlands : guidance for climate change mitigation by conservation, rehabilitation and sustainable use , 2012 .

[46]  Laura S. Borma,et al.  Recent Extremes of Drought and Flooding in Amazonia: Vulnerabilities and Human Adaptation , 2013 .

[47]  N. Davidson How much wetland has the world lost? Long-term and recent trends in global wetland area , 2014 .

[48]  E. Tuittila,et al.  Peatlands in the Earth's 21st century climate system , 2011 .

[49]  David P. Roy,et al.  Wetland mapping in the Congo Basin using optical and radar remotely sensed data and derived topographical indices , 2010 .

[50]  Christelle Vancutsem,et al.  Mapping and characterizing the vegetation types of the Democratic Republic of Congo using SPOT VEGETATION time series , 2009, Int. J. Appl. Earth Obs. Geoinformation.

[51]  Y. Malhi,et al.  Implications of fires on carbon budgets in Andean cloud montane forest: The importance of peat soils and tree resprouting , 2011 .

[52]  J. A. Zinck,et al.  Tepui Peatlands: Setting and Features , 2011 .

[53]  P. Döll,et al.  Development and validation of a global database of lakes, reservoirs and wetlands , 2004 .

[54]  Anthony J. Jakeman,et al.  Selecting among five common modelling approaches for integrated environmental assessment and management , 2013, Environ. Model. Softw..

[55]  Armel Thibaut Kaptué Tchuenté,et al.  Comparison and relative quality assessment of the GLC2000, GLOBCOVER, MODIS and ECOCLIMAP land cover data sets at the African continental scale , 2011, Int. J. Appl. Earth Obs. Geoinformation.

[56]  Paul J. Crutzen,et al.  Global distribution of natural freshwater wetlands and rice paddies, their net primary productivity, seasonality and possible methane emissions , 1989 .

[57]  L. Hess,et al.  Radar detection of flooding beneath the forest canopy - A review , 1990 .

[58]  J. Price,et al.  Assessing the distribution of wetlands over wet and dry periods and land-use change on the Maputaland Coastal Plain, north-eastern KwaZulu-Natal, South Africa , 2013 .

[59]  Joseph. Wood,et al.  The geomorphological characterisation of Digital Elevation Models , 1996 .

[60]  Shuqing An,et al.  China's Natural Wetlands: Past Problems, Current Status, and Future Challenges , 2007, Ambio.

[61]  M. Quinones,et al.  Detection and characterizacion of Colombian wetlands using Alos Palsar and MODIS imagery , 2015 .

[62]  Andrew D. Weiss Topographic position and landforms analysis , 2001 .

[63]  M. Goulden,et al.  Why is marsh productivity so high? New insights from eddy covariance and biomass measurements in a Typha marsh , 2009 .

[64]  H. Behling Late Quaternary vegetation, fire and climate dynamics of Serra do Araçatuba in the Atlantic coastal mountains of Paraná State, southern Brazil , 2006 .

[65]  D. Pollard,et al.  The Global Distribution of Freshwater Wetlands , 1995 .

[66]  Benjamin Poulter,et al.  Present state of global wetland extent and wetland methane modelling: conclusions from a model inter-comparison project (WETCHIMP) , 2012 .

[67]  F. Wittmann,et al.  Ecophysiology, Biodiversity and Sustainable Management of Central Amazonian Floodplain Forests: A Synthesis , 2010 .

[68]  B. Ruthsatz Vegetation and ecology of the high Andean peatlands of Bolivia , 2012 .

[69]  M. Finlayson,et al.  The comparative biodiversity of seven globally important wetlands: a synthesis , 2006, Aquatic Sciences.

[70]  Laurence C. Smith,et al.  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 , 2007 .

[71]  Gregory S. Okin,et al.  Mapping North African landforms using continental scale unmixing of MODIS imagery , 2005 .

[72]  R. Betts,et al.  Climate Change, Deforestation, and the Fate of the Amazon , 2008, Science.

[73]  J. Gibbs Wetland Loss and Biodiversity Conservation , 2000 .

[74]  K. Ruokolainen,et al.  Amazonian peatlands: an ignored C sink and potential source , 2009 .

[75]  Paul A. Keddy,et al.  Wet and Wonderful: The World's Largest Wetlands are Conservation Priorities , 2009 .

[76]  Hybrid Mapping of Pantropical Wetlands from Optical Satellite Images, Hydrology, and Geomorphology , 2015 .

[77]  Catherine Prigent,et al.  Present state of global wetland extent and wetland methane modelling: methodology of a model inter-comparison project (WETCHIMP) , 2012 .

[78]  M. Grimaldi,et al.  Deep plant-derived carbon storage in Amazonian podzols , 2010 .

[79]  Kamal Sarabandi,et al.  Validation of the Shuttle Radar Topography Mission height data , 2005, IEEE Transactions on Geoscience and Remote Sensing.

[80]  J. Randerson,et al.  Global fire emissions and the contribution of deforestation, savanna, forest, agricultural, and peat fires (1997-2009) , 2010 .

[81]  B. Poulter,et al.  Modeling spatiotemporal dynamics of global wetlands: comprehensive evaluation of a new sub-grid TOPMODEL parameterization and uncertainties , 2015 .

[82]  J. Runge The Congo River, Central Africa , 2008 .

[83]  S. Page,et al.  The large Amazonian peatland carbon sink in the subsiding Pastaza‐Marañón foreland basin, Peru , 2012 .

[84]  Edward T. A. Mitchard,et al.  The distribution and amount of carbon in the largest peatland complex in Amazonia , 2014 .

[85]  C. Barbosa,et al.  Wetlands of the Lowland Amazon Basin: Extent, Vegetative Cover, and Dual-season Inundated Area as Mapped with JERS-1 Synthetic Aperture Radar , 2015, Wetlands.

[86]  S. Page,et al.  The amount of carbon released from peat and forest fires in Indonesia during 1997 , 2002, Nature.

[87]  G. T. Bueno,et al.  Podzolization as a deferralitization process: a study of an Acrisol–Podzol sequence derived from Palaeozoic sandstones in the northern upper Amazon Basin , 2004 .

[88]  Edward T. A. Mitchard,et al.  Age, extent and carbon storage of the central Congo Basin peatland complex , 2017, Nature.