Estimating deforested areas and deforestation rates have become key steps for quantifying environmental services of tropical rain forests, particularly as linked to programs such as Reduced Emissions from Deforestation and Forest Degradation (REDD). In Southeastern Peru, reliable estimates of land-cover change (LCC) are important for monitoring changes in the landscape due to agricultural expansion, pasture creation and other socio-economic influences triggered by the Inter-Oceanic Highway (IOH). Our study reports a land-use/land-cover change (LULCC) analysis during a 15-year period from 1996 to 2011 in the Province of Tahuamanu, Madre de Dios. We draw on multiple years of observations of LULCC to relate changes in land cover to the use of natural resources (pasture, timber, crops and forest products) and tenure types based on their distances from the highway and the Tahuamanu River. We are able to distinguish titled areas for agriculture close to the IOH from other land tenure types such as timber concessions. The findings show that LULCC varies among different types of land tenure and by distance from the highway. Agricultural areas close to transportation infrastructure within 1 km to 5 km buffers have gradually increased in non-forest areas, whereas timber concession areas away from 1 km buffer of secondary roads have maintained forest cover. Riverine settlements show a similar distance effect in forest clearance along rivers as along roads.
References
[1]
Land-Use and Land-Cover Change: Local Processes to Global Impacts; Lambin, E.F., Geist, H.J., Eds.; Springer-Verlag: Heidelberg, Germany, 2006.
[2]
Gutman, G.; Janetos, A.; Justice, C.; Moran, E.; Mustard, J.; Rindfuss, R.; Skole, D.; Turner, B.L., II. Land Change Science: Observing, Monitoring, and Understanding Trajectories of Change on the Earth’s Surface; Kluwer Academic Publishers: Dordrecht, The Netherlands, 2004.
[3]
Geist, H.J.; Lambin, E.F. Proximate causes and underlying driving forces of tropical deforestation. BioScience 2002, 52, 143–150, doi:10.1641/0006-3568(2002)052[0143:PCAUDF]2.0.CO;2.
[4]
Fearhead, J.; Leach, M. Reframing Deforestation: Global Analyses and Local Realities: Studies in West Africa; Routledge: New York, NY, USA/London, UK, 1998.
[5]
Malhi, Y.; Wright, J. Spatial patterns and recent trends in the climate of tropical rainforest regions. Phil. Trans. R. Soc. London 2004, 359, 311–329, doi:10.1098/rstb.2003.1433.
[6]
Angelsen, A.; Kaimowitz, D. Rethinking the causes of deforestation: Lessons from economic models. World Bank Res. Observ. 1999, 14, 73–98, doi:10.1093/wbro/14.1.73.
[7]
Hecht, S. Soybeans, development, and conservation on the Amazon Frontier. Dev. Change 2005, 36, 375–404, doi:10.1111/j.0012-155X.2005.00415.x.
[8]
Brondízio, E. S.; McCracken, S.D.; Moran, E.F.; Siqueira, A.D.; Nelson, D.R.; Rodriguez-Pedraza, C. The Colonist Footprint: Toward A Conceptual Framework of Land Use and Deforestation Trajectories among Small Farmers in the Amazonian Frontier. In Deforestation and Land Use in the Amazon; Wood, C.H., Porro, R., Eds.; University of Florida Press: Gainesville, GA, USA, 2002; pp. 133–161.
[9]
Aldrich, S. P.; Walker, R.T.; Arima, E.Y.; Caldas, M.M. Land-cover and land-use change in the Brazilian Amazon: smallholders, ranchers, and frontier stratification. Econ. Geogr. 2006, 52, 265–288.
[10]
Schmink, M.; Wood, C.H. Contested Frontiers in Amazonia; Columbia University Press: New York, NY, USA, 2002.
[11]
Walker, R.; Browder, J.; Arima, E.; Simmons, C.; Pereira, R.; Caldas, M.; Shirota, R.; Zen, S. Ranching and the new global range: Amaz?nia in the 21st Century. Geoforum 2009, 40, 732–745, doi:10.1016/j.geoforum.2008.10.009.
[12]
Carvalho, G.; Barros, A.C.; Moutinho, P.; Nepstad, D. Sensitive development could protect Amazonia instead of destroying it. Nature 2001, 409, 131.
[13]
Laurance, W.F.; Cochrane, M.A.; Bergen, S.; Fearnside, P.M.; Delm?nica, P.; Barber, C.; D’Angelo, S.; Fernandes, T. The future of the Brazilian Amazon. Science 2001, 291, 438–439, doi:10.1126/science.291.5503.438.
[14]
Andersen, L.E.; Reis, E.J. Deforestation, development and government policy in the Brazilian Amazon: an econometric analysis. Working Paper 513; Instituto de Pesquisa Econ?mica Aplicada (IPEA): Rio de Janeiro, Brazil, 1997.
[15]
Cattaneo, A. Deforestation in the Brazilian Amazon: Comparing the impacts of macroeconomic shocks, land tenure, and technological chang. Land Econ. 2001, 77, 219–240, doi:10.2307/3147091.
[16]
Eden, M.J. Forest and Environmental Degradation. In Tropical Rain Forest: A Wider Perspective—Conservation Biology Series; Goldsmith, F.B., Ed.; Chapman & Hall: London, UK, 1998.
[17]
Kaimowitz, D.; Angelsen, A. Economic Models of Tropical Deforestation: A Review; The Council to Improve Foodborne Outbreak Response (CIFOR): Bogor, Indonesia, 1998.
[18]
Nepstad, D.; Carvalho, A.C.; Barros, A.; Alencar, A.; Capobianco, J.P.; Bishop, J.; Moutinho, P.; Lefebre, P.; Silva, U.L.; Prins, E. Road paving, fire regime, feedbacks, and the future of Amazon forests. Forest Ecol. Manag. 2001, 154, 395–407.
[19]
Alves, D. An Analysis of the Geographical Patterns of Deforestation in the Brazilian Amazon in the Period 1991–1996. In Deforestation and Land Use in the Amazon; Wood, C.H., Porro, R., Eds.; University of Florida Press: Gainesville, GA, USA, 2002; pp. 95–106.
[20]
Gerencia Sub Regional de Madre de Dios (GESUREMAD). lan Estratégico de Desarrollo del Departamento de Madre de Dios 1998-2008; GESUREMAD: Puerto Maldonado, Perú, 1998.
[21]
Instituto Nacional de Desarrollo-Organización de los Estados Americanos (INADE-OEA). Plan de Desarrollo de las Comunidades Fronterizas Peruano-Brasile?as, I?apari-Assis Brasi; Consejo Interamericano para el Desarrollo Integral de la Organización de los Estados Americanos (CIDI/OEA): Bogotá, Colombia, 1998.
[22]
Imbernon, J. A comparison of the driving forces behind deforestation in the Peruvian and the Brazilian Amazon. Ambio 1999, 28, 509–513.
[23]
Food and Agricultural Organization-United Nation (FAO). Actualización de la Evaluación de los Recursos Forestales Mundiales a 2005. Informe Final; Instituto Nacional de Recursos Naturales (INRENA): Lima, Perú, 2005.
[24]
World Bank. Análisis Preliminar Sobre Gobernabilidad y Cumplimiento de la Legislación del Sector Forestal en el Perú; World Bank: Washington, DC, USA, 2006.
[25]
Alvarez, N.; Naughton-Treves, L. Linking national agrarian policy to deforestation in the Peruvian Amazon: A case study of Tambopata, 1986–1997. Ambio 2003, 23, 269–274.
[26]
M?ki, S.; Kalliola, R.; Vuorinen, K. Road consequences in the Peruvian Amazon: Process, causes and consequences. Environ. Conserv. 2001, 28, 199–214.
[27]
Killeen, T.J. A Perfect Storm in the Amazon Wilderness: Development and Conservation in the Context of the Initiative for the Integration of the Regional Infrastructure of South America (IIRSA). Advances in Applied Biodiversity Science No 7; Conservation International: Arlington, VA, USA, 2007.
[28]
Dourojeanni, M. J.; Barandiaran, A.; Dourojeanni, D. Amazonia Peruana en 2021. Explotación de Recursos Naturales e Infraestructura. Que está Pasando? Que es lo que Significa para el Futuro?, 1st ed.; GyG Impresores SAC: Lima, Perú, 2009.
[29]
Futemma, C.; Brondizio, E. Land reform and land-use changes in the lower Amazon: Implications for agricultural intensification. Hum. Ecol. 2003, 31, 369–402, doi:10.1023/A:1025067721480.
[30]
Deforestation and Land Use in the Amazon; Wood, C.H., Porro, R., Eds.; University of Florida Press: Gainesville, FL, USA, 2002.
[31]
Walker, R.; Wood, C.H.; Skole, D.; Chomentowski, W. The Impact of Land Titling on Tropical Forest Resources. In Linking People, Place and Policy: A GIScience Approach; Walsh, S., Crews-Meyer, K., Eds.; Kluwer Academic Publishers: London, UK, 2002; pp. 131–153.
[32]
Nelson, A.; Chomitz, K.M. Protected Area Effectiveness in Reducing Tropical Deforestation: A Global Analysis of the Impact of Protection Status; World Bank Independent Evaluation Group, World Bank: Washington, DC, USA, 2009.
[33]
Fox, J. Understanding a Dynamic Landscape: Land Use, Land Cover and Resource Tenure in Northeastern Cambodia. In Linking People, Place and Policy: A GIScience Approach; Walsh, S., Crews-Meyer, K., Eds.; Kluwer Academic Publishers: London, UK, 2002; pp. 113–130.
[34]
Plan de Ordenamiento Territorial del Departamento de Madre de Dios al 2030; Documento de Trabajo para Consultas Publicas, Gobierno Regional de Madre de Dios (GOREMAD): Puerto Maldonado, Perú,, 2011.
[35]
Naughton-Treves, L. Deforestation and carbon emissions at tropical frontiers: A case study from the Peruvian Amazon. World Dev. 2004, 32, 173–190, doi:10.1016/j.worlddev.2003.06.014.
[36]
Consejo Nacional del Ambiente-Instituto Nacional de Recursos Naturales (CONAM-INRENA). Mapa de Deforestación de la Amazonia Peruana-2000; Memoria Descriptiva Volumen I-IM-03-02; PROCLIM/CONAM/INRENA: Lima, Perú, 2005.
[37]
Elgegren, J.; Lee, D. Deforestation in Peru. Working Paper; World Bank: Washington, DC, USA, 2006.
[38]
Alcalde, M. Diagnostico de la Deforestación en el Perú; USAIDINRENA-BIOFOR Activity: Lima, Perú, 2002.
[39]
National Institute of Statistics and Informatics (INEI). Análisis Socio Demográfico del Departamento de Madre de Dios; INEI: Lima, Perú, 2007.
[40]
Instituto Nacional de Estadística e Informática (INEI). Instituto Nacional de Estadística e Informática; INEI: Lima, Perú, 2004.
[41]
Chavez, A.; Perz, S. Adoption of policy incentives and land use: Lessons from frontier agriculture in Southeastern Peru. Hum. Ecol. 2012, 40, 525–539, doi:10.1007/s10745-012-9494-3.
[42]
Tahuamanu Municipalidad Provincial. Plan Estratégico de Desarrollo; Documento de Trabajo: Tahuamanu, Peru, 2001.
[43]
nstituto de Investigaciones de la Amazonía Peruana (IIAP)/Consejo Transitorio de Administración Regional de Madre de Dios (CTAR-MDD). Madre de Dios, Camino al Desarrollo Sostenible: Propuesta de Zonificación Ecológica Económica Como Base Para el Ordenamiento Territorial; Impresiones C.E.T.A.: Iquitos, Perú, 2001.
[44]
Chavez, A. Public Policy and Spatial Variation in Land Use and Land Cover in the Peruvian Amazon. Ph.D. Dissertation, University of Florida, Gainesville, FL, USA, 2009.
[45]
Consejo Transitorio de Administración Regional (CTAR). Plan Estratégico Concertado de Desarrollo Madre de Dios 2002-2004; CTAR: Puerto Maldonado, Perú, 2002.
[46]
Tarrier, D. Actualización del Plan Maestro del PNAP—Diagnostico Socio-EconómicoCultural Sector Madre de Dios; Ministerio del Ambiente del Perú: Lima, Perú, 2010.
[47]
Ministerio de Agricultura/Instituto Nacional de Recursos Naturales (INRENA). Zonificación Ecológica-Económica Yaco-I?apari e Iberia-I?apari, Madre de Dios. Reporte Técnico; Lima, Perú, 1998.
[48]
Gobierno Regional de Madre de Dios (GOREMAD). Macrozonificación Ecológica Económica de Madre de Dios; GOREMAD: Puerto Maldonado, Perú, 2009.
[49]
Municipalidad Distrital de Iberia, Plan de Desarrollo Concertado del Distrito de Iberia al 2021. Unpublished Report, 2010.
[50]
Del Aguila, S.D. Caracterización de la Cuenca del Rio Tahuamanu. Unpublished Report, Gobierno Regional Madre de Dios—Proyecto Especial Madre de Dios, Consorcio MP, Iberia, Perú, 2010.
[51]
Del Aguila, S.D. Plan de Gestión Participativa de la Subcuenca del Rio Yaverija. Unpublished Report, Gobierno Regional Madre de Dios—Proyecto Especial Madre de Dios, Consorcio MP, Iberia, Perú, 2010.
[52]
Gobierno Regional de Madre de Dios-Proyecto Especial Madre de Dios (GOREMAD-PEMD). Estrategia para el Desarrollo y la Integración Fronteriza de Madre de Dios 2011–2021; GOREMAD/PEMD: Puerto Maldonado, Iberia, Perú, 2010.
[53]
Nalvarte Armas, W.; Sabogal, C.; Thiel, H. Evaluación del Impacto del Cobro por Derechos de Aprovechamiento de Madera en pie y Otras Tasas Sobre el Manejo Forestal en Perú; Food and Agricultural Organization of the United Nations (FAO-UN) and World Bank: Rome, Italy, 2012; Volume VI.
[54]
Del Aguila, S.D. Comunidad Nativa de Bélgica: Propuesta de Plan de Ordenamiento Territorial Comunal. Unpublished Report, Gobierno Regional Madre de Dios, Proyecto Especial Madre de Dios, Consorcio MP, Iberia, Perú, 2010.
[55]
Broto, L.; Murray, J.; Pettenella, D.; Secco, L.; Masiero, M. Biodiversity in the Peruvian Amazon. ETFRN News 2010, 51, 112–119.
[56]
Che, P.H.; García, T. Estudio REDD Perú: La Situación de REDD en el Perú; Derecho Ambiente y Recursos Naturales (DAR): Lima, Perú, 2011.
[57]
Solano, P. Legal Framework for Protected Areas: Peru. In Guidelines for Protected Area Legislation; World Conservation Union: Gland, Switzerland, 2009.
[58]
Huertas Castillo, B. Indigenous Peoples in Isolation in the Peruvian Amazon; International Work Group for Indigenous Affairs (IWGIA): Copenhagen, Denmark, 2004.
[59]
Herndon, W.L. Exploration of the Valley of the Amazon; McGraw-Hill: New York, NY, USA, 1952.
[60]
Instituto Nacional de Desarrollo-Proyecto Especial de Madre de Dios (INADE-PEMD). Plan Operativo Institucional para el a?o 2004; PEMD: Puerto Maldonado, Perú, 2004.
[61]
Instituto Nacional de Recursos Naturales-Organización de los Estados Americanos (INRENA-OEA). Zonificación Ecológica-Económica Yaco-I?apari e Iberia-I?apari; INRENA-OEA: Lima, Perú, 1994.
[62]
Green, G.M.; Schweik, C.M.; Randolph, J.C. Retrieving Land-Cover Change Information from Landsat Satellite Images by Minimizing Other Sources of Reflectance Variability. In Seeing the Forest and the Trees: Human-Environment Interactions in Forest Ecosystems; Moran, E.F., Ostrom, E., Eds.; The MIT Press: Cambridge, MA, USA, 2005; pp. 131–160.
[63]
Cohen, W.B.; Fiorella, M.; Gray, J.; Helmer, E.; Anderson, K. An efficient and accurate method for mapping forest clear cuts in the Pacific Northwest using Landsat imagery. Photogramm. Eng. Remote Sensing 1998, 64, 293–300.
[64]
Cohen, W.B.; Spies, T.A.; Alig, R.J.; Oetter, D.R.; Maiersperger, T.K.; Fiorella, M. Characterizing 23 years (1972–95) of stand replacement disturbance in Western Oregon forests with Landsat imagery. Ecosystems 2002, 5, 122–137, doi:10.1007/s10021-001-0060-X.
[65]
Franklin, S.E.; Lavigne, M.B.; Moskal, L.M.; Wulder, M.A.; McCaffrey, T.M. Interpretation of forest harvest conditions in New Brunswick using Landsat TM enhanced wetness difference imagery (EWDI). Can. J. Remote Sens. 2001, 27, 118–128.
[66]
Seto, K.; Woodcock, C.E.; Song, C.; Huang, X.; Lu, J.; Kaufmann, R. Monitoring land use change in the Pearl River Delta using Landsat TM. Int. J. Remote Sens. 2002, 23, 1985–2004, doi:10.1080/01431160110075532.
[67]
Collins, J.B.; Woodcock, C.E. Change detection using the Gramm-Schmidt transformation applied to mapping forest mortality. Remote Sens. Environ. 1994, 50, 267–279, doi:10.1016/0034-4257(94)90076-0.
[68]
Fung, T. An assessment of TM imagery for land-cover change detection. IEEE Trans. Geosci. Remote Sens. 1990, 28, 681–684, doi:10.1109/TGRS.1990.572980.
[69]
Guild, L.S.; Cohen, W.B.; Kauffman, J.B. Detection of deforestation and land conversion in Rond?nia, Brazil using change detection techniques. Int. J. Remote Sens. 2004, 25, 731–750, doi:10.1080/01431160310001598935.
Ivits, E.; Lamb, A.; Langar, F.; Hemphill, S.; Koch, B. Orthogonal transformation of segmented SPOT5 images: seasonal and geographical dependence of the tasseled cap parameters. Photogramm. Eng. Remote Sensing 2008, 74, 1351–1364.
[72]
Crist, E.P.; Lauren, R.; Cicone, R.C. Vegetation and Soils Information Contained in Transformed Thematic Mapper Data. In Proceedings of IGARSS’86 Symposium, Zurich, Switzerland, 8–11 September 1986; ESA Publ. Division: Noordwijk, The Netherlands; pp. 1465–1470.
[73]
Cohen, W.B.; Spies, T.A.; Fiorella, M. Estimating the age and structure of forests in a multi-ownership landscape of western Oregon, USA. Int. J. Remote Sens. 1995, 16, 721–746, doi:10.1080/01431169508954436.
[74]
Fiorella, M.; Ripple, W.J. Determining successional stage of temperate coniferous forests with Landsat satellite data. Photogramm. Eng. Remote Sensing 1993, 59, 239–246.
[75]
Cohen, W.B.; Spies, T.A. Estimating structural attributes of Douglas-fir/Western Hemlock forest stands from Landsat and SPOT imagery. Remote Sens. Environ. 1992, 41, 1–17, doi:10.1016/0034-4257(92)90056-P.
[76]
Aguilar, A. Remote sensing of forest regeneration in highland tropical forests. GISci. Remote Sens. 2007, 42, 66–79, doi:10.2747/1548-1603.42.1.66.
[77]
Kauth, R.J.; Thomas, G.S. The Tasseled Cap—A Graphic Description of Spectral-Temporal Development of Agricultural Crops as Seen by Landsat. In Proceedings of 2nd International Symposium on Machine Processing of Remotely Sensed Data, West Lafayette, IN, USA, 29 June–1 July 1976; LARS Purdue University: West Lafayette, IN, USA; pp. 41–51.
[78]
Huang, C.; Wylie, B.; Homer, C.; Yang, L.; Zylstra, G. Derivation of a tasseled cap transformation based on Landsat 7 at-satellite reflectance. Int. J. Remote Sens. 2002, 23, 1741–1748, doi:10.1080/01431160110106113.
[79]
Pachauri, R.K.; Reisinger, A. Climate Change 2007: Synthesis Report—Contribution of Working Groups I, II and III to the Fourth Assessment Report of the Intergovernmental Panel of Climate Change; Intergovernmental Panel on Cimate Change (IPCC): Geneva, Switzerland, 2007.
[80]
Food and Agricultural Organization of the United Nations (FAO-UN). Global Forest Resources Assessment 2005. Progress towards Sustainable Forest Management; FAO-UN: Rome, Italy, 2006.
[81]
Congalton, R.G.; Green, K. Assessing the Accuracy of Remotely Sensed Data Principles and Practices, 2nd ed.; CRS Press, Taylor and Francis Group: London, UK, 2008.
[82]
Lu, D.; Mausel, P.; Batistella, M.; Moran, E. Land-cover binary change detection methods for use in the moist tropical region of the Amazon: A comparative study. Int. J. Remote Sens. 2005, 1, 101–114.
[83]
Urrunaga, J.M.; Johnson, A.; Orbegozo, I.D.; Mulligan, F. The Laundering Machine—How Fraud and Corruption in Peru’s Concession System are Destroying the Future of its Forests; Environmental Investigation Agency: Washington, DC, USA, 2012.
[84]
Arce-Nazario, J.A. Human landscapes have complex trajectories: reconstructing Peruvian Amazon landscape history from 1948 to 2005. Landsc. Ecol. 2007, 22, 89–101, doi:10.1007/s10980-007-9123-5.
[85]
Arima, E.; Walker, R.T.; Perz, S.; Caldas, M. Loggers and Forest Fragmentation: Behavioral models of road building in the Amazon basin. Ann. Assoc. Am. Geogr. 2005, 95, 525–541, doi:10.1111/j.1467-8306.2005.00473.x.
[86]
Pfaff, A.; Robalino, J.; Walker, R.; Aldrich, S.; Caldas, M; Reis, E.; Perz, S.; Bohrer, C.; Arima, E. Road investment, spatial spillovers, and deforestation in the Brazilian Amazon. J. Reg. Sci. 2007, 47, 109–123, doi:10.1111/j.1467-9787.2007.00502.x.
[87]
Redo, D.J. Mapping land-use and land-cover along Bolivia’s Corredor Bioceánico with CBERS and the Landsat series: 1975–2008. Int. J. Remote Sens. 2012, 33, 1881–1904, doi:10.1080/01431161.2011.603377.
[88]
Wood, C.; Skole, D. Linking Data to Study Deforestation in the Brazilian Amazon. In People and Pixels—Linking Remote Sensing and Social Science; Liverman, D., Moran, E., Rindfuss, R., Stern, P., Eds.; National Academy Press: Washington, DC, USA, 1998; pp. 70–93.
[89]
Mertens, B.; Poccard-Chapuis, R.; Piketty, M.G.; Lacques, A.E.; Venturieri, A. Crossing spatial analyses and livestock economics to understand deforestation processes in the Brazilian Amazon: The case of Sao Felix do Xingu in South Para. Agric. Econ. 2002, 27, 269–294.
[90]
Kaimowitz, D.; Mendez, P.; Puntodewo, A.; Vanclay, J. Spatial Regression Analysis of Deforestation in Santa Cruz, Bolivia. In Deforestation and Land Use in the Amazon; Wood, C.H., Porro, R., Eds.; University of Florida Press: Gainesville, GA, USA, 2002; pp. 41–65.
[91]
Piketty, M.G.; Veiga, J.B.; Tourrand, J.F.; Alves, A.M.; Poccard-Chapuis, R.; Thales, M.C. The determinants of the expansion of cattle ranching in the Eastern Amazon region: consequences for public policies. Cahier Agric. 2005, 14, 90–95.
[92]
Andersen, L.E.; Granger, C.W.; Reis, E.J.; Weinhold, D.; Wonder, S. The Dynamics of Deforestation and Economic Growth in the Brazilian Amazon; Cambridge University Press: New York, NY, USA, 2002.
[93]
Arima, E.; Walker, R.; Salas, M.; Souza, C., Jr.; Perz, S. Emergent Road Networks and the Fragmentation of Space in the Amazon Basin. Photogramm. Eng. Remote Sensing 2008, 74, 699–709.
[94]
Perz, S.G.; Walker, R.T.; Caldas, M.M. Beyond population and environment: Household life cycle demography and land use allocation among small farm colonists in the Amazon. Hum. Ecol. 2006, 34, 829–849, doi:10.1007/s10745-006-9039-8.
[95]
Caldas, M.; Walker, R.; Perz, S.; Arima, E.; Aldrich, S.; Simmons, C. Theorizing land cover and land use change: The peasant economy of colonization in the Amazon Basin. Ann. Assoc. Am. Geogr. 2007, 97, 86–110, doi:10.1111/j.1467-8306.2007.00525.x.