Abstract
Livestock landscapes are a fragmented matrix, involving many different land uses with different tree cover and ecological benefits. The present study gives an in-depth introduction in silvopastoral systems and their variations and provides a remote sensing process chain for monitoring land-use/land-cover changes in traditional silvopastoral systems (TSPS), based on free open source software and data components and the state of the art in monitoring land-use/land-cover changes. In the last two decades, before Landsat images were available as open data, developing countries could not afford monitoring through remote sensing, because of the high cost of acquiring satellite imagery and commercial image processing software. Landsat time series, nowadays, allow the characterization of changes in the vegetation across large areas over time. Landsat was at the forefront of open data for earth observation and the program consequently continues its open data policy; a newer program with an open data policy, the Sentinel program of the European Union, follows in Landsat’s footsteps and makes remote sensing feasible for institutions in developing countries. Often starting points for researchers to analyze silvopastoral systems lack; a secondary goal of this chapter is to fill this gap and offering recommendations on which remote sensing techniques and methods could be applied successfully.
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References
Anjos D, Lu, Dutra L, Sant’Anna S (2016) Change detection techniques using multisensor data. In: Thenkabail PS (ed) Remote sensing handbook—Data, characterization, classification and accuracies, pp 377–397. CRC Press
Andrade H, Ibrahim M (2003) ¿Cómo monitorear el secuestro de carbono en los sistemas silvopastoriles? Agroforestería en las Américas 10(39–40):109–116
Betancourt K, Ibrahim M, Harvey C, Vargas B (2003) Efecto de la cobertura arbórea sobre el comportamiento animal en fincas ganaderas de doble propósito en Matiguás, Matagalpa, Nicaragua. Agroforestería en las Américas 10(39–40):47–51
Bernstein L, Bosch P, Canziani O, Chen Z, Christ R, Riahi K (2008) IPCC, 2007: climate change 2007: synthesis report. IPCC, Geneva ISBN 2-9169-122-4
Beer J, Harvey C, Ibrahim M, Harmand JM, Somarriba E, Jiménez F (2003) Servicios ambientales de los sistemas agroforestales. Agroforestería en las Américas 10(37–38):80–87
Breiman L (2001) Random forests. Mach Learn 45(1):5–32
Cárdenas A, Moliner A, Hontoria C, Schernthanner H (2018) Analysis of land-use/land-cover changes in a livestock landscape dominated by traditional silvopastoral systems: a methodological approach. Int J Remote Sens 39(14):4684–4698
Cárdenas A, Moliner A, Hontoria C, Schernthanner H (2016) Free Open Source (FOS) Multi-scale silvo-pastoral systems monitoring. World Congress Silvo-Pastoral Systems 2016
Chacón León M (2003) Cobertura arbórea y cercas vivas en un paisaje fragmentado Río Frío, Costa RicaTree cover and livefences in a fragmented landscape in Rio Frio, Costa Rica(No. Thesis C431cob). CATIE, Turrialba (Costa Rica)
Chaturvedi RK, Raghubanshi AS, Singh JS (2011) Carbon density and accumulation in woody species of tropical dry forest in India. Forest Ecol Manag 262(8):1576–1588
Chazdon RL (2008) Beyond deforestation: restoring forests and ecosystem services on degraded lands. Science 320(5882): 1458–1460
Chazdon RL, Harvey CA, Komar O, Griffith DM, Ferguson BG, Martínez-Ramos M, Philpott SM (2009) Beyond reserves: a research agenda for conserving biodiversity in human-modified tropical landscapes. Biotropica 41(2):142–153
Chazdon RL, Guariguata MR (2016) Natural regeneration as a tool for largescale forest restoration in the tropics: prospects and challenges. Biotropica 48(6):716–730
Congedo L (2014) Land cover classification of cropland: a tutorial using the semi-automatic classification plugin for QGIS
Cubbage F, Balmelli G, Bussoni A, Noellemeyer E, Pachas AN, Fassola H, de Silva ML (2012) Comparing silvopastoral systems and prospects in eight regions of the world. Agrofor Syst 86(3):303–314
Dixon RK, Solomon AM, Brown S, Houghton RA, Trexier MC, Wisniewski J (1994) Carbon pools and flux of global forest ecosystems. Science 263(5144):185–190
Ellis EC, Klein Goldewijk K, Siebert S, Lightman D, Ramankutty N (2010) Anthropogenic transformation of the biomes, 1700 to 2000. Glob Ecol Biogeogr 19(5):589–606
Forman RTT (1995) Land Mosaics- the ecology of landscape and regions. Cambridge, UK. 632
Forman RTT, Godron M (1986) Landscape ecology. John Wiley, New York, p 620
Foley JA, Ramankutty N, Brauman KA, Cassidy ES, Gerber JS, Johnston M, Balzer C (2011) Solutions for a cultivated planet. Nature 478(7369):337
Feng Q, Liu J, Gong J (2015) UAV remote sensing for urban vegetation mapping using random forest and texture analysis. Remote Sens 7(1):1074–1094
Gardner CM, Laryea KB, Unger PW (1999) Soil physical constraints to plant growth and crop production. Land and Water Development Division, Food and Agriculture Organization, 96
Gobbi JA (2001) Evaluación socioeconómica. Proyecto Regional Integrated Silvopastoral Approaches to Ecosystems Management. Turrialba, CR: GEF-CATIE, 200
Gordon AM, Newman SM, Coleman B (Eds) (2018) Temperate agroforestry systems. CABI, 273
Guo L, Chehata N, Mallet C, Boukir S (2011) Relevance of airborne lidar and multispectral image data for urban scene classification using Random Forests. ISPRS J Photogramm Remote Sens 66(1):56–66
Hansen MC, DeFries RS, Townshend JR, Sohlberg R (2000) Global land cover classification at 1 km spatial resolution using a classification tree approach. Int J Remote Sens 21(6–7):1331–1364
Harvey CA, Medina A, Sánchez DM, Vílchez S, Hernández B, Saenz JC, Sinclair FL (2006) Patterns of animal diversity in different forms of tree cover in agricultural landscapes. Ecol Appl 16(5):1986–1999
Harvey CA, Komar O, Chazdon R, Ferguson BG, Finegan B, Griffith DM, Van Breugel M (2008) Integrating agricultural landscapes with biodiversity conservation in the Mesoamerican hotspot. Conserv Biol 22(1):8–15
Harvey CA, Haber WA, Mejias F, Solano R (1998) Remnant trees in Costa Rican pastures: tools for conservation? Agrofor Today 10(3):7–9
Hassler SK, Zimmermann B, van Breugel M, Hall JS, Elsenbeer H (2011) Recovery of saturated hydraulic conductivity under secondary succession on former pasture in the humid tropics. Forest Ecol Manag 261(10):1634–1642
Hecht SB (2014) Forests lost and found in tropical Latin America: the woodland ‘green revolution’. J Peasant Stud 41(5):877–909
Hobbs RJ (1993) Dynamics of weed invasion: implications for control. In Proceedings I of the 10th Australian Weeds Conference and 14th Asian Pacific Weed Science Society Conference, Brisbane, Australia, 6-10 September, 1993, pp. 461–465. Queensland Weed Society
Howlett DS, Mosquera-Losada MR, Nair PK, Nair VD, Rigueiro-Rodríguez A (2011) Soil carbon storage in silvopastoral systems and a treeless pasture in northwestern Spain. J Environ Qual 40(3):825–832
Ibrahim M, Harvey CA (2003) Diseño y manejo de la cobertura arbórea en fincas ganaderas (10):39–40
Ibrahim M, Camero A, Camargo JC, Andrade HJ (1999) Sistemas silvopastoriles en América Central: experiencias de CATIE. In Congreso Latinoamericano sobre Sistemas Agroforestales para la Producción Agrícola. Fundación CIPAV, Cali
Ibrahim MA, Joenje M, Mannetje L, Jansen HGP, Nieuwenhuyse A, Abarca, S., ... & García J (1996) Aspectos económicos de la tecnología de pasturas mejoradas y sistemas silvopastoriles en la Zona Atlántica de Costa Rica. In 10. Congreso Nacional Agronómico y de Recursos Naturales-3. Congreso Nacional de Fitopatología-2. Congreso Nacional de Suelos8-12 Jul 1996San José (Costa Rica) (No. 630.97286 C749p 1996). Asociación Costarricense de la Ciencia del Suelo, San José (Costa Rica) Colegio de Ingenieros Agrónomos, San José (Costa Rica) Asociación Costarricense de Fitopatólogos, San José (Costa Rica)
Iglhaut J, Cabo C, Puliti S, Piermattei L, O’Connor J, Rosette J (2019) Structure from motion photogrammetry in forestry: A review. Curr Forest Rep 5(3):155–168
Jensen JR (2009) Remote sensing of the environment: an earth resource perspective 2/e. Pearson Education India, 541
Jose S (2009) Agroforestry for ecosystem services and environmental benefits: an overview. Agrofor Syst 76(1):1–10
Kattan GH, Alvarez-López H (1996) Preservation and management of biodiversity in fragmented landscapes in the Colombian Andes. Forest patches in tropical landscapes, 3–18
Kanninen M (2000) Secuestro de carbono en los bosques: El papel de los bosques en el ciclo global de carbono. In: Pomareda C, Steinfeld H (Eds) Intensificación de la Ganadería en Centroamérica: Beneficios Económicos y Ambientales, pp 137–149
Kanninen M, Mery G (2012) Carbon sinks in different forest ecosystems in Latin America. World Forests, Markets and Policies 3:68
Keranen K, Kolvoord R (2008). Making spatial decisions using GIS (Vol 4). ESRI, Inc, 188
Lawrence D (2004) Erosion of tree diversity during 200 years of shifting cultivation in Bornean rain forest. Ecol Appl 14(6):1855–1869
Lawrence RL, Wood SD, Sheley RL (2006) Mapping invasive plants using hyperspectral imagery and Breiman Cutler classifications (RandomForest). Remote Sens Environ 100(3):356–362
Le Quéré C, Andres RJ, Boden T, Conway T, Houghton RA, House JI, Andrew RM (2012) The global carbon budget 1959–2011. Earth Syst Sci Data Discuss 5(2):1107–1157
Leutner B, Horning N, Schwalb-Willmann J, Hijmans R-J (2018) Rstoolbox. R package version 0.2.1. https://github.com/bleutner/RStoolbox
Lillesand T, Kiefer RW, Chipman J (2014) Remote sensing and image interpretation. John Wiley & Sons
Liaw A, Wiener M (2002) Classification and regression by randomForest. R news 2(3):18–22
Lugo AE (2009) The emerging era of novel tropical forests. Biotropica 41(5):589–591
Montagnini F, Nair PKR (2004) Carbon sequestration: an underexploited environmental benefit of agroforestry systems. New vistas in agroforestry. Springer, Dordrecht, pp 281–295
Montagnini F, Ibrahim M, Murgueitio E (2013) Silvopastoral systems and climate change mitigation in Latin America. Bois et forêts des tropiques, 316(2), 3–16
Mortelliti A, Amori G, Boitani L (2010) The role of habitat quality in fragmented landscapes: a conceptual overview and prospectus for future research. Oecologia 163(2):535–547
Murcia C (1995) Edge effects in fragmented forests: implications for conservation. Trends Ecol Evol 10(2):58–62
Murgueitio E, Calle Z, Uribe F, Calle A, Solorio B (2011) Native trees and shrubs for the productive rehabilitation of tropical cattle ranching lands. For Ecol Manag 261(10):1654–1663
Narine LL, Popescu S, Neuenschwander A, Zhou T, Srinivasan S, Harbeck K (2019) Estimating aboveground biomass and forest canopy cover with simulated ICESat-2 data. Remote Sens Environ 224:1–11
OpenTopography (2019) TEAM lidar data over La Selva, Costa Rica 2009, http://opentopo.sdsc.edu/dataspace/dataset?opentopoID=OTDS.022019.32616.1
Pagiola S, Arcenas A, Platais G (2005) Can payments for environmental services help reduce poverty? An exploration of the issues and the evidence to date from Latin America. World Dev 33(2):237–253
Pal M (2005) Random forest classifier for remote sensing classification. Int J Remote Sens 26(1):217–222
Rodriguez-Galiano VF, Ghimire B, Rogan J, Chica-Olmo M, Rigol-Sanchez JP (2012) An assessment of the effectiveness of a random forest classifier for land-cover classification. ISPRS J Photogramm Remote Sens 67:93–104
San Miguel Ayanz A (2005) Mediterranean European silvopastoral systems. Silvopastoralism and sustainable land management. CABI Publishing, Wallingford, UK, pp 36–40
Schroth G, Harvey CA, da Fonseca GA, Gascon C, Vasconcelos HL, Izac AMN (Eds.) (2004) Agroforestry and biodiversity conservation in tropical landscapes. Island Press
Solomon S, Qin D, Manning M, Chen Z, Marquis M, Averyt KB, Miller HL (2007) Climate change: the physical science basis. Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change. Fourth Assessment Report of the Intergovernmental Panel on Climate Change (IPCC), Cambridge University Press, Cambridge, 996
Solomon S, Plattner GK, Knutti R, Friedlingstein P (2009) Irreversible climate change due to carbon dioxide emissions. Proc Natl Acad Sci 106(6):1704–1709
Turner MG, Gardner RH, O’neill RV (2001) Landscape ecology in theory and practice. Springer, New York, p 401
Van Zyl JJ (2014) Data processing, SAR Sensors. Encyclopedia of Remote Sensing. 1 Ed. Springer, New York
West PC, Gibbs HK, Monfreda C, Wagner J, Barford CC, Carpenter SR, Foley JA (2010) Trading carbon for food: Global comparison of carbon stocks vs. crop yields on agricultural land. Proc National Academy Sci. 107(46):19645–19648
Wu J (2007) Scale and scaling: a cross-disciplinary perspective. In Key topics in landscape ecology. Cambridge University Press, 28
Yamamoto W, Ap Dewi I, Ibrahim M (2007) Effects of silvopastoral areas on milk production at dual-purpose cattle farms at the semi-humid old agricultural frontier in central Nicaragua. Agric Syst 94(2):368–375
Yépez-García RA, Johnson TM, Andrés LA (2011) Meeting the balance of electricity supply and demand in Latin America and the Caribbean. The World Bank, 191
Zomer RJ, Neufeldt H, Xu J, Ahrends A, Bossio D, Trabucco A, Wang M (2016) Global tree cover and biomass carbon on agricultural land: the contribution of agroforestry to global and national carbon budgets. Sci Rep 6:29987
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Cárdenas, A., Schernthanner, H., Moliner, A., Hontoria, C. (2021). Analysis of Land-Use/Land-Cover Changes in a Livestock Landscape Dominated by Silvopastoral Systems. In: Mueller, L., Sychev, V.G., Dronin, N.M., Eulenstein, F. (eds) Exploring and Optimizing Agricultural Landscapes. Innovations in Landscape Research. Springer, Cham. https://doi.org/10.1007/978-3-030-67448-9_10
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