Abstract
Wetlands (called bofedales in the Andes of Peru) are abundant and important components of many mountain ecosystems across the globe. They provide many benefits including water storage, high quality habitat, pasture, nutrient sinks and transformations, and carbon storage. The remote and rugged setting of mountain wetlands creates challenges for mapping, typically leading to misclassification and underestimates of wetland extent. We used multi-date, multi-sensor radar and optical imagery (Landsat TM/PALSAR/RADARSAT-1/SRTM DEM-TPI) combined with ground truthing for mapping wetlands in Huascarán National Park, Peru. We mapped bofedales into major wetland types: 1) cushion plant peatlands, 2) cushion plant wet meadows, and 3) graminoid wet meadows with an overall accuracy of 92%. A fourth wetland type was found (graminoid peatlands) but was too rare to map accurately, thus it was combined with cushion peatland to form a single peatland class. Total wetland area mapped in the National Park is 38,444 ha, which is 11% of the park area. Peatlands were the most abundant wetland type occupying 6.3% of the park, followed by graminoid wet meadows (3.5%) and cushion wet meadows (1.3%). These maps will serve as the foundation for improved management, including restoration, and estimates of landscape carbon stocks.
Similar content being viewed by others
References
Anaya JA, Colditz RR, Valencia GM (2015) Land cover mapping of a tropical region by integrating multi-year data into an annual time series. Remote Sensing 7:16274–16292
Asner GP, Knapp DE, Martin RE, Tupayachi R, Anderson CB, Mascaro J, Sinca F, Chadwick KD, Higgins M, Farfan W, Llactayo W, Silman MR (2014) Targeted carbon conservation at national scales with high-resolution monitoring. Proceedings of the National Academy of Sciences 111(47):E5016–E5022
Autoridad Nacional del Agua (2016) Inventario Nacional de Glaciares y Lagunas. Unidad de Glaciologia Y Recursos Hidricos. http://www.ana.gob.pe/publicaciones last Accessed 10 May 2018
Balslev H, Luteyn JL (eds) (1992) Páramo: an Andean ecosystem under human influence. Academic Press, London
Benavides JC (2014) The effect of drainage on organic matter accumulation and plant communities of high-altitude peatlands in the Colombian tropical Andes. Mires and Peat 15:1–15
Benavides JC, Vitt DH (2014) Response curves and the environmental limits for peat-forming species in the northern Andes. Plant Ecology 215:937–952
Billings WD, Mooney HA (1968) The ecology of arctic and alpine plants. Biological Reviews 43:481–529
Bosman A, van der Molen P, Young R, Cleef A (1993) Ecology of a paramo cushion mire. Journal of Vegetation Science 4:633–640
Bourgeau-Chavez LL, Endres S, Battaglia M, Miller ME, Banda E, Laubach Z, Higman P, Chow-Fraser P, Marcaccio J (2015) Development of a bi-National Great Lakes Coastal Wetland and land use map using 3-season PALSAR and Landsat imagery. Remote Sensing 7(7):8655–8682
Bourgeau-Chavez LL, Endres S, Powell R, Battaglia MJ, Benscoter B, Turetsky MR, Banda E (2017) Mapping boreal peatland ecosystem types from multi-temporal radar and optical satellite imagery. Canadian Journal of Forest Research 47:545–549
Brieman L (2001) Random forests. Machine Learning 45:5–32
Cavieres LA, Badano EI, Sierra-Almeida A, Molina-Montenegro MA (2007) Microclimatic modifications of cushion plants and their consequences for seedling survival of native and non-native herbaceous species in the high Andes of Central Chile. Arctic, Antarctic, and Alpine Research 39:229–236
Chambers FM, Beilman DW, Yu Z (2011) Methods for determining peat humification and for quantifying peat bulk density, organic matter and carbon content for palaeostudies of climate and peatland carbon dynamics. Mires and Peat 7:1–10
Chander G, Markham BL, Helder DL (2009) Summary of current radiometric calibration coefficients for Landsat MSS, TM, ETM+, and EO-1 ALI sensors. Remote Sensing of Environment 113:893–903
Chimner RA, Karberg JM (2008) Long-term carbon accumulation in two tropical mountain peatlands, Andes Mountains, Ecuador. Mires and Peat 3:1–10
Chimner RA, Lemly JM, Cooper DJ (2010) Mountain fen distribution, types and restoration priorities, San Juan Mountains, Colorado, USA. Wetlands 30:1–9
Chimner RA, Bonvissuto GL, Cremona MV, Gaitan JJ, Lopez CR (2011) Ecohydrological conditions of wetlands along a precipitation gradient in Patagonia, Argentina. Ecología Austral 21:329–337
Cleef AM (1979) The phytogeographical position of the neotropical vascular páramo flora with special reference to the Colombian cordillera oriental. In: Larsen, Holm-Nielsen (eds) Tropical botany. Academic Press, New York, pp 175–184
Clewley D, Whitcomb J, Moghaddam M, McDonald K (2015) Mapping the state and dynamics of boreal wetlands using synthetic aperture radar. In: Tiner R, Lang M, Klemas V (eds) Remote sensing of wetlands: applications and advances. CRC Press, Boca Raton, pp 369–398
Cooper DJ, Wolf EC, Colson C, Vering W, Granda A, Meyer M (2010) Alpine peatlands of the Andes, Cajamarca, Peru. Arctic, Antarctic, and Alpine Research 42:19–33
Cooper DJ, Chimner RA, Merritt DM (2012) Western Mountain Wetlands. In: Baldwin AH, Batzer DP (eds) Wetland Habitats of North America: ecology and conservation concerns. University of California Press, Berkeley, pp 313–328
Earle LR, Warner B, Aravena R (2003) Rapid development of an unusual peat-accumulating ecosystem in the Chilean Altiplano. Quaternary Research 59:2–11
Enriquez AS, Chimner RA, Cremona MV, Diehl P, Bonvissuto GL (2015) Grazing intensity levels influence C reservoirs of wet and Mesic meadows along a precipitation gradient in northern Patagonia. Wetlands Ecology and Management 23:439–451
Eva HD, Belward AS, De Miranda EE, Di Bella CM, Gond V, Huber O, Jones S, Sgrenzaroli M, Fritz S (2004) A land cover map of South America. Global Change Biology 10:731–744
Gallego-Sala AV, Prentice IC (2013) Blanket peat biome endangered by climate change. Nature Climate Change 3(2):152–155
Garcia M, Brown S (2016) Characterization of carbon storage in small Andean wetlands of the upper Río Barbas watershed (Quindío, Colombia). Caldasia 38:117–135
Hribljan JA, Suárez E, Heckman KA, Lilleskov EA, Chimner RA (2016) Peatland carbon stocks and accumulation rates in the Ecuadorian páramo. Wetlands Ecology and Management 24:113–127
Hribljan JA, Suarez E, Bourgeau-Chavez L, Endres S, Lilleskov EA, Chimbolema S, Wayson C, Serocki E, Chimner RA (2017) Multidate, multisensor remote sensing reveals high density of carbon-rich mountain peatlands in the páramo of Ecuador. Global Change Biology 23:5412–5425
Josse C, Cuesta F, Navarro G et al (2011) Physical geography and ecosystems in the tropical Andes. In: Herzog SK, Martinez R, Jorgensen PM, Tiessen H (eds) Climate change and biodiversity in the tropical Andes. Inter-American Institute for Global Change Research, Brazil, pp 152–169
Kent M (2012) Vegetation description and data analysis: a practical approach, 2nd edn. Chichester, West Sussex, UK, Wiley-Blackwell
Lottes AL, Ziegler AM (1994) World peat occurrence and the seasonality of climate and vegetation. Palaeogeography, Palaeoclimatology, Palaeoecology 106(1–4):23–37
Luteyn JL (1999) Páramos: A Checklist of Plant Diversity, Geographical Distribution, and Botanical Literature. New York Botanical Garden Press, Bronx
Maldonado Fonken M (2014) An introduction to the bofedales of the Peruvian high Andes. Mires and Peat 15:1–13
McCune B, Grace JB (2002) Analysis of ecological communities. MjM Software Design, Gleneden Beach
Olofsson P, Foody GM, Stehman SV, Woodcock CE (2013) Making better use of accuracy data in land change studies: estimating accuracy and area and quantifying uncertainty using stratified estimation. Remote Sensing of Environment 129:122–131
Otto M, Gibbons RE (2017) Potential effects of projected decrease in annual rainfall on spatial distribution of high Andean wetlands in southern Peru. Wetlands 37:647–659
Otto M, Scherer D, Richters J (2011) Hydrological differentiation and spatial distribution of high altitude wetlands in a semi-arid Andean region derived from satellite data. Hydrology and Earth System Sciences 15:1713–1727
Rebelo LS (2010) Eco-hydrological characterization of inland wetlands in Africa using L-band SAR. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 3:554–559
Rouse JW, Hass RH, Schell JA, Deering DW (1974) Monitoring vegetation systems in the Great Plains with ERTS. A NASA Special Publication, Washington, DC, US
Salvador F, Monerris J, Rochefort L (2014) Peatlands of the Peruvian Puna ecoregion: types, characteristics and disturbance. Mires and Peat 15:1–17
Sánchez ME, Chimner RA, Hribljan JA, Lilleskov EA, Suárez E (2017) Carbon dioxide and methane fluxes in grazed and undisturbed mountain peatlands in the Ecuadorian Andes. Mires and Peat 19:1–18
SERNANP (2011) Plan maestro del parque nacional huascaran: 2010 - 2015. Lima, Peru: Servicio Nacional de Areas Naturales Protegidas por el Estado, SERNANP
Soil Survey Staff (2006) Keys to soil taxonomy, Tenth Edition. U.S. Department of Agriculture, Natural Resources Conservation Service, Washington, DC
Squeo FA, Warner BG, Aravena R, Espinoza D (2006) Bofedales: high altitude peatlands of the Central Andes. Revista Chilena de Historia Natural 79:245–255
Troll, C (1968) The Cordilleras of the Tropical Americas. Aspects of climate, phytogeographical and agrarian ecology. In: Geo-Ecology of the Mountainous Regions of the Tropical Americas (Ed. by C. Troll), 15–56. Ferd. Dummlers Verlag, Bonn
Viviroli D, Dürr HH, Messerli B, Meybeck M, Weingartner R (2007) Mountains of the world, water towers for humanity: Typology, mapping, and global significance. Water Resources Research 43:W07447
Weiss A (2001) Topographic position and landforms analysis. In Poster presentation (Vol. 200), ESRI user conference, San Diego
Weiss DJ, Walsh SJ (2009) Remote sensing of mountain environments. Geography Compass 3:1–21
Whitcomb JB, Moghaddam M, McDonald K, Kellndorfer J, Podest E (2009) Mapping vegetated wetlands of Alaska using L-band radar satellite imagery. Canadian Journal of Remote Sensing 35:54–72
Wigmore O, Mark B, McKenzie J, Baraer M, Lautz L (2019) Sub-metre mapping of surface soil moisture in proglacial valleys of the tropical Andes using a multispectral unmanned aerial vehicle. Remote Sensing of Environment 222:104–118
Young KR (2009) Andean land use and biodiversity: humanized landscapes in a time of change. Annals of the Missouri Botanical Garden Missouri Botanical Garden 96:492–507
Young KR, León B, Cano A, Herrera-MacBryde O (1997) Peruvian Puna. In: Davis SD, Heywood VH, Herrera-MacBryde O et al (eds) Centres of plant diversity: a guide and strategy for their conservation. WWW and IUCN, Cambridge, pp 470–476
Acknowledgements
This work was supported by the Sustainable Wetlands Adaptation and Mitigation Program (SWAMP) and NSF Dynamics of Coupled Natural and Human Systems program (Award# 1617429). We thank the staff at Huascarán National Park for all their support (Permit No PNH-008-2012, RJ N°11-2015-SERNANP PHN and RJ N°13-2017-SERNANP-JEF from Servicio Nacional de Áreas Naturales Protegidas por el Estado). We also thank the field crews for helping us collect data and reviewers for improving the quality of the manuscript.
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Chimner, R.A., Bourgeau-Chavez, L., Grelik, S. et al. Mapping Mountain Peatlands and Wet Meadows Using Multi-Date, Multi-Sensor Remote Sensing in the Cordillera Blanca, Peru. Wetlands 39, 1057–1067 (2019). https://doi.org/10.1007/s13157-019-01134-1
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s13157-019-01134-1