Deforestation and cattle expansion in the Paraguayan Chaco 1987–2012

Abstract

The dry forests of Latin America are among the most dynamic deforestation frontiers in the world and are important carbon and biodiversity reservoirs. Our knowledge on the spatial patterns of deforestation and its proximate drivers remains partial though. We used the full Landsat image archive to reconstruct deforestation and post-deforestation dynamics between 1987 and 2012 for the entire Paraguayan Chaco, where deforestation has been rampant recently. Our classification resulted in reliable land-use change maps (86.16%), highlighting drastic forest losses of almost 44,000 km2 between 1987 and 2012, equaling a deforestation rate of 27% and about 1% yearly, predominantly for grasslands. These likely represented new pastures, making pasture expansion the dominant proximate cause of deforestation. Cropland expansion, in contrast, only played a minor role as a proximate deforestation cause in the Paraguayan Chaco. Deforestation more than doubled between 2001 and 2012 (~29,000 km2) compared to 1987–2000 (~14,000 km2), due to leakage effects from the deforestation ban in the Paraguayan Atlantic Forests in 2004. Interestingly, while grasslands expanded in the Paraguayan Chaco between 1987 and 2000, cattle numbers decreased during the same time period, though strongly increased since. This apparent decoupling of area change and land-use intensity may indicate that the Paraguayan Chaco experienced an amplification period during the 1990s followed by an intensification period since 2001. Thus, our results highlight the need for both, a more detailed monitoring of post-deforestation dynamics and a land systems perspective in order to understand deforestation frontiers and thus ultimately to identify strategies to better balance production and conservation goals.

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References

  1. Abril A, Barttfeld P, Bucher EH (2005) The effect of fire and overgrazing disturbes on soil carbon balance in the Dry Chaco forest. For Ecol Manag 206:399–405. doi:10.1016/j.foreco.2004.11.014

    Article  Google Scholar 

  2. Aide TM et al (2013) Deforestation and reforestation of Latin America and the Caribbean (2001–2010). Biotropica 45:262–271. doi:10.1111/j.1744-7429.2012.00908.x

    Article  Google Scholar 

  3. Blackie R et al (2014) Tropical dry forests: The state of global knowledge and recommendations for future research. In: Center for International Forestry Research (CIFOR). Bogor, Indonesia. p. 30. doi:10.17528/cifor/004408

  4. Barona E, Ramankutty N, Hyman G, Coomes OT (2010) The role of pasture and soybean in deforestation of the Brazilian Amazon. Environ Res Lett. doi:10.1088/1748-9326/5/2/024002

    Google Scholar 

  5. Baumann M, Radeloff VC, Avedian V, Kuemmerle T (2015) Land-use change in the Caucasus during and after the Nagorno-Karabakh conflict. Reg Environ Change 15:1703–1716. doi:10.1007/s10113-014-0728-3

    Article  Google Scholar 

  6. Baumann M, Gasparri I, Piquer-Rodríguez M, Gavier Pizarro G, Griffiths P, Hostert P, Kuemmerle T (2016a) Carbon emissions from agricultural expansion and intensification in the Chaco. Glob Change Biol. doi:10.1111/gcb.13521

    Google Scholar 

  7. Baumann M, Piquer-Rodríguez M, Fehlenberg V, Gavier Pizarro G, Kuemmerle T (2016b) Land-use competition in the South American Chaco. In: Niewöhner J et al (eds) Land use competition: ecological, economic and social perspectives. Springer International Publishing, Cham, pp 215–229. doi:10.1007/978-3-319-33628-2_13

    Chapter  Google Scholar 

  8. Bertello F (2008) Cada vez más productores argentinos van a sembrar soja a Uruguay. http://www.lanacion.com.ar/992652-cada-vez-mas-productores-argentinos-van-a-sembrar-soja-a-uruguay. Accessed 22 Nov 2016

  9. Boletta PE, Ravelo AC, Planchuelo AM, Grilli M (2006) Assessing deforestation in the Argentine Chaco. For Ecol Manag 228:108–114. doi:10.1016/j.foreco.2006.02.045

    Article  Google Scholar 

  10. Brannstrom C, Jepson W, Filippi AM, Redo D, Xu ZW, Ganesh S (2008) Land change in the Brazilian Savanna (Cerrado), 1986–2002: comparative analysis and implications for land-use policy. Land Use Policy 25:579–595. doi:10.1016/j.landusepol.2007.11.008

    Article  Google Scholar 

  11. Breiman L (2001) Random forests. Mach Learn 45:5–32. doi:10.1023/a:1010933404324

    Article  Google Scholar 

  12. Bucher EH (1982) Chaco and Caatinga—South American arid Savannas. In: Huntley BJ, Walker BH (eds) Woodlands and tickets. Springer, Berlin, pp 48–80

    Google Scholar 

  13. Buol SW (2007) Soils. In: Veblen TT, Young KR, Orme AR (eds) The physical geography of South America. Oxford University Press, Oxford, pp 101–111

    Google Scholar 

  14. Cabrera AL (1976) Regiones Fitogeograficas de Argentina. ACME, Buenos Aires

    Google Scholar 

  15. Cabrera AJN, Stosiek D, Glatzle A, Shelton HM, Schultze-Kraft R (2001) Liveweight gains of steers at different stocking rates on monospecific Gatton panic and Estrella grass pastures in the Chaco Central region of Paraguay. Trop Grassl 35:186–192

    Google Scholar 

  16. Caldas MM, Goodin D, Sherwood S, Campos Krauer JM, Wisely SM (2015) Land-cover change in the Paraguayan Chaco: 2000–2011. J Land Use Sci 10:1–18. doi:10.1080/1747423X.2013.807314

    Article  Google Scholar 

  17. Campos-Krauer JM, Wisely SM (2011) Deforestation and cattle ranching drive rapid range expansion of capybara in the Gran Chaco ecosystem. Glob Change Biol 17:206–218. doi:10.1111/j.1365-2486.2010.02193.x

    Article  Google Scholar 

  18. Carlson KM, Curran LM, Asner GP, Pittman AM, Trigg SN, Adeney JM (2013) Carbon emissions from forest conversion by Kalimantan oil palm plantations. Nat Clim Change 3:283–287. doi:10.1038/Nclimate1702

    CAS  Article  Google Scholar 

  19. Carr DL (2004) Proximate population factors and deforestation in tropical agricultural frontiers. Popul Environ 25:585–612

    Article  Google Scholar 

  20. Carvalho FMV, De Marco P, Ferreira LG (2009) The Cerrado into-pieces: habitat fragmentation as a function of landscape use in the savannas of central Brazil. Biol Conserv 142:1392–1403. doi:10.1016/j.biocon.2009.01.031

    Article  Google Scholar 

  21. Clark ML, Aide TM (2011) Virtual Interpretation of Earth Web-Interface Tool (VIEW-IT) for collecting land-use/land-cover reference data. Remote Sens 3:601–620

    Article  Google Scholar 

  22. Clark ML, Aide TM, Grau HR, Riner G (2010) A scalable approach to mapping annual land cover at 250 m using MODIS time series data: a case study in the Dry Chaco ecoregion of South America. Remote Sens Environ 114:2816–2832. doi:10.1016/j.rse.2010.07.001

    Article  Google Scholar 

  23. Cohen WB, Yang ZG, Kennedy R (2010) Detecting trends in forest disturbance and recovery using yearly Landsat time series: 2. TimeSync—tools for calibration and validation. Remote Sens Environ 114:2911–2924. doi:10.1016/j.rse.2010.07.010

    Article  Google Scholar 

  24. Coppin P, Jonckheere I, Nackaerts K, Muys B, Lambin E (2004) Digital change detection methods in ecosystem monitoring: a review. Int J Remote Sens 25:1565–1596

    Article  Google Scholar 

  25. Dana L-P, Dana TE (2007) Collective entrepreneurship in a mennonite community in Paraguay. Latin Am Bus Rev 8:82–97

    Article  Google Scholar 

  26. DeFries RS, Houghton RA, Hansen MC, Field CB, Skole D, Townshend J (2002) Carbon emissions from tropical deforestation and regrowth based on satellite observations for the 1980s and 1990s. Proc Natl Acad Sci USA 99:14256–14261

    CAS  Article  Google Scholar 

  27. Fatecha A (1989) Present and potential area for agricultural use in the arid Chaco of Paraguay. In: Hamp M, Tiefert MA (eds) Agricultural production under semi-arid conditions with special reference to the Paraguayan Chaco: strategies and appropriate technologies. Food and Agriculture Development Centre, Feldafing, pp 26–49

  28. Foody GM (2002) Status of land cover classification accuracy assessment. Remote Sens Environ 80:185–201

    Article  Google Scholar 

  29. Foody GM (2008) Harshness in image classification accuracy assessment. Int J Remote Sens 29:3137–3158. doi:10.1080/01431160701442120

    Article  Google Scholar 

  30. Foody GM, Mathur A (2004) Toward intelligent training of supervised image classifications: directing training data acquisition for SVM classification. Remote Sens Environ 93:107–117. doi:10.1016/j.rse.2004.06.017

    Article  Google Scholar 

  31. Fujisaki K, Perrin AS, Desjardins T, Bernoux M, Balbino LC, Brossard M (2015) From forest to cropland and pasture systems: a critical review of soil organic carbon stocks changes in Amazonia. Glob Change Biol 21:2773–2786. doi:10.1111/gcb.12906

    Article  Google Scholar 

  32. Gasparri NI, Grau HR (2009) Deforestation and fragmentation of Chaco dry forest in NW Argentina (1972–2007). For Ecol Manag 258:913–921. doi:10.1016/j.foreco.2009.02.024

    Article  Google Scholar 

  33. Gasparri NI, le Polain de Waroux Y (2014) The coupling of South American soybean and cattle production frontiers: new challenges for conservation policy and land change science. Conserv Lett 8:290–298. doi:10.1111/conl.12121

    Article  Google Scholar 

  34. Gasparri NI, Parmuchi MG, Bono J, Karszenbaum H, Montenegro CL (2010) Assessing multi-temporal Landsat 7 ETM + images for estimating above-ground biomass in subtropical dry forests of Argentina. J Arid Environ 74:1262–1270. doi:10.1016/j.jaridenv.2010.04.007

    Article  Google Scholar 

  35. Gasparri NI, Grau HR, Gutiérrez Angonese J (2013) Linkages between soybean and neotropical deforestation: coupling and transient decoupling dynamics in a multi-decadal analysis. Glob Environ Change 23:1605–1614. doi:10.1016/j.gloenvcha.2013.09.007

    Article  Google Scholar 

  36. Geist HJ, Lambin EF (2002) Proximate causes and underlying driving forces of tropical deforestation. Bioscience 52:143–150

    Article  Google Scholar 

  37. Glatzle A (1999) Compendio para el Manejo de Pasturas en el Chaco. Editorial El Lector. Asuncion, Paraguay, pp 214

  38. Goldfarb L, Zoomers A (2013) The drivers behind the rapid expansion of genetically modified soya production into the Chaco Region of Argentina. In: Fang Z (ed) Biofuels—economy, environment and sustainability. InTech Publisher, Rijeka, pp 73–95. doi:10.5772/53447

    Google Scholar 

  39. Gonzales D (2013) Uruguayos ya explotan el 12,5% de las tierras ganaderas en Paraguay. http://www.ultimahora.com/uruguayos-ya-explotan-el-125-las-tierras-ganaderas-paraguay-n599977.html. Accessed 22 Nov 2016

  40. Goodale CL et al (2002) Forest carbon sinks in the Northern Hemisphere. Ecol Appl 12:891–899

    Article  Google Scholar 

  41. Graesser J, Aide M, Grau R, Ramankutty N (2015) Cropland/pastureland dynamics and the slowdown of deforestation in Latin America. Environ Res Lett 10:034017

    Article  Google Scholar 

  42. Grau HR, Aide M (2008) Globalization and land-use transitions in Latin America. Ecol Soc 13(2):16. doi:10.5751/ES-02559-130216

    Article  Google Scholar 

  43. Griffiths P, Müller D, Kuemmerle T, Hostert P (2013a) Agricultural land change in the Carpathian ecoregion after the breakdown of socialism and expansion of the European Union. Environ Res Lett 8:045024

    Article  Google Scholar 

  44. Griffiths P, van der Linden S, Kuemmerle T, Hostert P (2013b) A pixel-based landsat compositing algorithm for large area land cover mapping. IEEE J Sel Top Appl Earth Obs Remote Sens. doi:10.1109/jstars.2012.2228167

    Google Scholar 

  45. Hamp M, Tiefert MA (1989) Agricultural production under semi-arid conditions with special reference to the Paraguayan Chaco: strategies and appropriate technologies. In: Proceedings of a German/Israel/Paraguayan workshop in Kibbutz Shefayim Guest House (near Tel-Aviv) Israel, 1–7 Dec 1988. Food and Agriculture Development Centre

  46. Hansen MC et al (2013) High-resolution global maps of 21st-century forest cover change. Science 342:850–853. doi:10.1126/science.1244693

    CAS  Article  Google Scholar 

  47. Hecht A (1975) The Agricultural economy of the mennonite settlers in Paraguay. Growth Change 6:14–23. doi:10.1111/j.1468-2257.1975.tb00808.x

    Article  Google Scholar 

  48. Houghton RA et al (2012) Carbon emissions from land use and land-cover change. Biogeosciences 9:5125–5142. doi:10.5194/bg-9-5125-2012

    CAS  Article  Google Scholar 

  49. Hoyos LE, Cingolani AM, Zak MR, Vaieretti MV, Gorla DE, Cabido MR (2013) Deforestation and precipitation patterns in the arid Chaco forests of central Argentina. Appl Veg Sci 16:260–271. doi:10.1111/j.1654-109X.2012.01218.x

    Article  Google Scholar 

  50. Huang CQ et al (2007) Rapid loss of Paraguay’s Atlantic forest and the status of protected areas—a Landsat assessment. Remote Sens Environ 106:460–466. doi:10.1016/j.rse.2006.09.016

    Article  Google Scholar 

  51. Huang CQ et al (2009) Assessment of Paraguay’s forest cover change using Landsat observations. Global Planet Change 67:1–12. doi:10.1016/j.gloplacha.2008.12.009

    CAS  Article  Google Scholar 

  52. Jangid K et al (2008) Relative impacts of land-use, management intensity and fertilization upon soil microbial community structure in agricultural systems. Soil Biol Biochem 40:2843–2853. doi:10.1016/j.soilbio.2008.07.030

    CAS  Article  Google Scholar 

  53. Jarvis A, Reuter HI, Nelson A, Guevara E (2008) Hole-filled seamless SRTM data V4. International Centre for Tropical Agriculture (CIAT). http://srtm.csi.cgiar.org

  54. Kastner T, Rivas MJI, Koch W, Nonhebel S (2012) Global changes in diets and the consequences for land requirements for food. Proc Natl Acad Sci 109:6868–6872. doi:10.1073/pnas.1117054109

    CAS  Article  Google Scholar 

  55. Killeen TJ, Calderon V, Soria L, Quezada B, Steininger MK, Harper G, Solórzano LA, Tucker CJ (2007) Ambio. J Hum Environ 36(7):600–606. doi:10.1579/0044-7447(2007)36[600:Tyolci]2.0.Co;2

    Article  Google Scholar 

  56. Klink CA, Machado RB (2005) Conservation of the Brazilian Cerrado. Conserv Biol 19:707–713. doi:10.1111/j.1523-1739.2005.00702.x

    Article  Google Scholar 

  57. Lawrence D, Vandecar K (2015) Effects of tropical deforestation on climate and agriculture. Nat Clim Change 5:27–36. doi:10.1038/Nclimate2430

    Article  Google Scholar 

  58. Lehmann CER (2010) Savannas need protection. Science 327:642–643. doi:10.1126/science.327.5966.642-c

    CAS  Article  Google Scholar 

  59. Lu D, Mausel P, Brondizio E, Moran E (2004) Change detection techniques. Int J Remote Sens 25:2365–2407

    Article  Google Scholar 

  60. Macchi L, Grau HR, Zelaya PV, Marinaro S (2013) Trade-offs between land use intensity and avian biodiversity in the dry Chaco of Argentina: a tale of two gradients. Agric Ecosyst Environ 174:11–20. doi:10.1016/j.agee.2013.04.011

    Article  Google Scholar 

  61. Macedo MN, DeFries RS, Morton DC, Stickler CM, Galford GL, Shimabukuro YE (2012) Decoupling of deforestation and soy production in the southern Amazon during the late 2000s. Proc Natl Acad Sci USA 109:1341–1346. doi:10.1073/pnas.1111374109

    CAS  Article  Google Scholar 

  62. Masek JG et al (2006) A Landsat surface reflectance dataset for North America, 1990–2000. IEEE Geosci Remote Sens Lett 3:68–72

    Article  Google Scholar 

  63. Mastrangelo ME, Gavin MC (2012) Trade-offs between cattle production and bird conservation in an agricultural frontier of the Gran Chaco of Argentina. Conserv Biol 26:1040–1051. doi:10.1111/j.1523-1739.2012.01904.x

    Article  Google Scholar 

  64. Mastrangelo ME, Gavin MC (2014) Impacts of agricultural intensification on avian richness at multiple scales in Dry Chaco forests. Biol Conserv 179:63–71. doi:10.1016/j.biocon.2014.08.020

    Article  Google Scholar 

  65. Medan D, Torretta JP, Hodara K, de la Fuente EB, Montaldo NH (2011) Effects of agriculture expansion and intensification on the vertebrate and invertebrate diversity in the Pampas of Argentina. Biodivers Conserv 20:3077–3100. doi:10.1007/s10531-011-0118-9

    Article  Google Scholar 

  66. Morton DC et al (2006) Cropland expansion changes deforestation dynamics in the southern Brazilian Amazon. Proc Natl Acad Sci USA 103:14637–14641. doi:10.1073/pnas.0606377103

    CAS  Article  Google Scholar 

  67. Müller R, Müller D, Schierhorn F, Gerold G, Pacheco P (2012) Proximate causes of deforestation in the Bolivian lowlands: an analysis of spatial dynamics. Reg Environ Change 12:445–459. doi:10.1007/s10113-011-0259-0

    Article  Google Scholar 

  68. 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 Sens Environ 129:122–131. doi:10.1016/j.rse.2012.10.031

    Article  Google Scholar 

  69. Olofsson P, Foody GM, Herold M, Stehman SV, Woodcock CE, Wulder MA (2014) Good practices for estimating area and assessing accuracy of land change. Remote Sens Environ 148:42–57. doi:10.1016/j.rse.2014.02.015

    Article  Google Scholar 

  70. Parr CL, Lehmann CER, Bond WJ, Hoffmann WA, Andersen AN (2014) Tropical grassy biomes: misunderstood, neglected, and under threat. Trends Ecol Evol 29:205–213. doi:10.1016/j.tree.2014.02.004

    Article  Google Scholar 

  71. Polasky S et al (2008) Where to put things? Spatial land management to sustain biodiversity and economic returns. Biol Conserv 141:1505–1524. doi:10.1016/j.biocon.2008.03.022

    Article  Google Scholar 

  72. Potapov P, Turubanova S, Hansen MC (2011) Regional-scale boreal forest cover and change mapping using Landsat data composites for European Russia. Remote Sens Environ 115:548–561

    Article  Google Scholar 

  73. Potapov PV et al (2012) Quantifying forest cover loss in Democratic Republic of the Congo, 2000–2010, with Landsat ETM + data. Remote Sens Environ 122:106–116. doi:10.1016/j.rse.2011.08.027

    Article  Google Scholar 

  74. Potapov PV, Turubanova SA, Tyukavina A, Krylov AM, McCarty JL, Radeloff VC, Hansen MC (2015) Eastern Europe’s forest cover dynamics from 1985 to 2012 quantified from the full Landsat archive. Remote Sens Environ 159:28–43. doi:10.1016/j.rse.2014.11.027

    Article  Google Scholar 

  75. Prado DE (1993) What is the Gran Chaco vegetation in South America? I. A review: contribution to the study of flora and vegetation of the Chaco. V Candollea 48:145–172

    Google Scholar 

  76. Quinlan JF, Scarone CA, Laneri JL (1980) Cattle tick identification and seasonal-variation in infestation rates in Paraguay. Trop Anim Health Prod 12:259–264. doi:10.1007/Bf02236626

    CAS  Article  Google Scholar 

  77. Ramirez EG, Laneri JL (1989) Fodder and feeding of cattle in the Paraguayan Chaco. In: Hamp M, Tiefert MA (eds) Agricultural production under semi-arid conditions with special reference to the Paraguayan Chaco: strategies and appropriate technologies. Food and Agriculture Development Centre, Feldafing, pp 139–148

  78. Reenberg A, Fenger NA (2011) Globalizing land use transitions: the soybean acceleration. Geogr Tidsskr-Den 111:85–92

    Article  Google Scholar 

  79. Republica del Paraguay (2009) Censo Agropecuario Nacional 2008. Ministerio de Agricultura y Ganadería de Paraguay. Asuncion, Paraguay

  80. Seyler D (1988) The economy. In: Hanratty DM, Meditz SW (eds) Paraguay: a country study. Library of Congress Country Studies, Washington DC

    Google Scholar 

  81. Stehman SV (2013) Estimating area from an accuracy assessment error matrix. Remote Sens Environ 132:202–211. doi:10.1016/j.rse.2013.01.016

    Article  Google Scholar 

  82. The Nature Conservancy (2005) Evaluacion Ecoregional del Gran Chaco The Nature Conservancy. South American Conservation Region, Buenos Aires, p 28

    Google Scholar 

  83. Vallejos M, Volante JN, Mosciaro MJ, Vale LM, Bustamante ML, Paruelo JM (2015) Transformation dynamics of the natural cover in the Dry Chaco ecoregion: a plot level geo-database from 1976 to 2012. J Arid Environ. doi:10.1016/j.jaridenv.2014.11.009

    Google Scholar 

  84. Vargas Gil R (1988) Chaco sudamericano: regiones naturales. In: X Reunión Grupo Campos y Chaco. FAO UNESCO MAB INTA. La Rioja, Argentina. pp 16–20

  85. Vidal J (2010) Chaco deforestation by Christian sect puts Paraguayan land under threat. http://www.theguardian.com/world/2010/oct/05/chaco-paraguay-deforestation

  86. Volante JN, Alcaraz-Segura D, Mosciaro MJ, Viglizzo EF, Paruelo JM (2012) Ecosystem functional changes associated with land clearing in NW Argentina. Agric Ecosyst Environ 154:12–22. doi:10.1016/j.agee.2011.08.012

    Article  Google Scholar 

  87. Waske B, van der Linden S, Oldenburg C, Jakimow B, Rabe A, Hostert P (2012) imageRF—a user-oriented implementation for remote sensing image analysis with random forests. Environ Model Softw 35:192–193. doi:10.1016/j.envsoft.2012.01.014

    Article  Google Scholar 

  88. Woodcock CE et al (2008) Free access to Landsat imagery. Science 320:1011

    CAS  Article  Google Scholar 

  89. World Wildlife Fund (2015) Soy and deforestation—the Gran Chaco. http://wwf.panda.org/what_we_do/footprint/agriculture/soy/soyreport/soy_and_deforestation/the_gran_chaco/. Accessed 16 March 2015

  90. Zak MR, Cabido M, Hodgson JG (2004) Do subtropical seasonal forests in the Gran Chaco, Argentina, have a future? Biol Conserv 120:589–598. doi:10.1016/j.biocon.2004.03.034

    Article  Google Scholar 

  91. Zak MR, Cabido M, Caceres D, Diaz S (2008) What drives accelerated land cover change in central Argentina? Synergistic consequences of climatic, socioeconomic, and technological factors. Environ Manag 42:181–189. doi:10.1007/s00267-008-9101-y

    Article  Google Scholar 

  92. Zhu Z, Woodcock CE (2012) Object-based cloud and cloud shadow detection in Landsat imagery. Remote Sens Environ 118:83–94. doi:10.1016/j.rse.2011.10.028

    Article  Google Scholar 

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Acknowledgements

We gratefully acknowledge support for this research by the German Research Foundation (DFG, KU 2458/5-1), by the Federal Ministry of Science and Education (BMBF, PASANOA 031B0034A), by the Einstein Foundation Berlin and the Argentine National Agricultural Technology Institute (INTA, PNNAT 1128052). We are grateful for comments made by the two anonymous reviewers, whose comments greatly improved the manuscript.

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Baumann, M., Israel, C., Piquer-Rodríguez, M. et al. Deforestation and cattle expansion in the Paraguayan Chaco 1987–2012. Reg Environ Change 17, 1179–1191 (2017). https://doi.org/10.1007/s10113-017-1109-5

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Keywords

  • Subtropical deforestation
  • Proximate drivers
  • Intensification
  • Landsat composites
  • Cattle ranching
  • Chaco
  • Remote sensing