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Use of object-oriented classification and fragmentation analysis (1985–2008) to identify important areas for conservation in Cockpit Country, Jamaica

Abstract

Forest fragmentation is one of the most important threats to global biodiversity, particularly in tropical developing countries. Identifying priority areas for conservation within these forests is essential to their effective management. However, this requires current, accurate environmental information that is often lacking in developing countries. The Cockpit Country, Jamaica, contains forests of international importance in terms of levels of endemism and overall diversity. These forests are under severe threat from the prospect of bauxite mining and other anthropogenic disturbances. In the absence of adequate, up-to-date ecological information, we used satellite remote sensing data and fragmentation analysis to identify interior forested areas that have experienced little or no change as priority conservation sites. We classified Landsat images from 1985, 1989, 1995, 2002, and 2008, using an object-oriented method, which allowed for the inclusion of roads. We conducted our fragmentation analysis using metrics to quantify changes in forest patch number, area, shape, and aggregation. Deforestation and fragmentation fluctuated within the 23-year period but were mostly confined to the periphery of the forest, close to roads and access trails. An area of core forest that remained intact over the period of study was identified within the largest forest patch, most of which was located within the boundaries of a forest reserve and included the last remaining patches of closed-broadleaf forest. These areas should be given highest priority for conservation, as they constitute important refuges for endemic or threatened biodiversity. Minimizing and controlling access will be important in maintaining this core.

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References

  • Asprey, G. F., & Robbins, R. G. (1953). The vegetation of Jamaica. Ecological Monographs, 23, 359–412.

    Article  Google Scholar 

  • Benfield, S. L., Guzman, H. M., Mair, J. M., & Young, J. A. T. (2007). Mapping the distribution of coral reefs and associated sublittoral habitats in Pacific Panama: A comparison of optical satellite sensors and classification methodologies. International Journal of Remote Sensing, 28(22), 5047–5070.

    Article  Google Scholar 

  • Cayuela, L., Benayas, J. M. R., & Echeverria, C. (2006). Clearance and fragmentation of tropical montane forests in the Highlands of Chiapas, Mexico (1975–2000). Forest Ecology and Management, 226, 208–218.

    Article  Google Scholar 

  • Chai, S., Tanner, E., & McLaren, K. (2009). High rates of forest clearance and fragmentation pre- and post-National Park establishment: The case of a Jamaican montane rainforest. Biological Conservation, 142, 2484–2492.

    Article  Google Scholar 

  • Cohen, J. (1960). A coefficient of agreement of nominal scales. Educational and Psychological Measurement, 20, 37–46.

    Article  Google Scholar 

  • Congalton, R. G. (1991). A review of assessing the accuracy of classifications of remotely sensed data. Remote Sensing of Environment, 37, 35–46.

    Article  Google Scholar 

  • Davis, S. D., Heywood, V. H., Herrera-MacBryde, O., Villa-Lobos, J., & Hamilton, A. C. (1997). Centres of plant diversity: A guide and strategy for their conservation. The Americas (Vol. 3). Cambridge, UK: IUCN Publications Unit.

    Google Scholar 

  • DeFries, R., Hansen, A., Newton, A. C., & Hansen, M. (2005). Increasing isolation of protected areas in tropical forests over the past twenty years. Ecological Applications, 15, 19–26.

    Article  Google Scholar 

  • Díaz Varela, R. A., Ramil Rego, P., Calvo Iglesias, S., & Muñoz Sobrino, C. (2008). Automatic habitat classification methods based on satellite images: A practical assessment in the NW Iberia coastal mountains. Environmental Monitoring and Assessment, 144, 229–250.

    Article  Google Scholar 

  • Dorren, L. K. A., Maier, B., & Seijmonsbergen, C. (2003). Improved Landsat-based forest mapping in steep mountainous terrain using object-based classification. Forest Ecology and Management, 183, 31–46.

    Article  Google Scholar 

  • Echeverria, C., Coomes, D., Salas, J., Rey-Benayas, J. M., Lara, A., & Newton, A. (2006). Rapid deforestation and fragmentation of Chilean temperate forests. Biological Conservation, 130, 481–494.

    Article  Google Scholar 

  • Evelyn, O. B., & Camirand, R. (2003). Forest cover and deforestation in Jamaica: An analysis of forest cover estimates over time. International Forestry Review, 5, 354–362.

    Article  Google Scholar 

  • Eyre, L. A. (1989). Slow death of a tropical rain forest: The Cockpit Country of Jamaica, West Indies. In M. Luria, Y. Steinberger, & E. Spanier (Eds.), Environmental quality and ecosystem stability (pp. 599–606). Jerusalem, Israel: ISEEQS Publishers.

    Google Scholar 

  • Foody, G. M. (2002). Status of land cover classification accuracy assessment. Remote Sensing of Environment, 80, 185–201.

    Article  Google Scholar 

  • Gehlhausen, S. M., Schwartz, M. W., & Auspurger, C. K. (2000). Vegetation and microclimatic edge effects in two mixed-mesophyte forest fragments. Plant Ecology, 147, 21–35.

    Article  Google Scholar 

  • Gray, K. M., & Symes, G. A. (1972). Forestry development and watershed management in the upland regions, Jamaica—forest inventory of Jamaica. Technical report 3, UNDP/FAO, Kingston, Jamaica.

  • Haack, B. (1996). Monitoring wetland changes with remote sensing: An East African example. Environmental Management, 20, 411–419.

    Article  Google Scholar 

  • Hartter, J., & Southworth, S. (2009). Dwindling resources and fragmentation of landscapes around parks: Wetlands and forest patches around Kibale National Park, Uganda. Landscape Ecology, 24, 643–656.

    Article  Google Scholar 

  • Hill, J. L., & Curran, P. J. (2001). Species composition in fragmented forests: Conservation implications of changing forest area. Applied Geography, 21, 157–174.

    Article  Google Scholar 

  • Hill, J. L., & Curran, P. J. (2003). Area, shape and isolation of forest fragments: Effects on tree species diversity and implications for conservation. Journal of Biogeography, 30, 1391–1403.

    Article  Google Scholar 

  • Imbernon, J., & Branthomme, A. (2001). Characterization of landscape patterns of deforestation in tropical rain forests. International Journal of Remote Sensing, 22, 1753–1765.

    Google Scholar 

  • Innes, J., & Koch, B. (1998). Forest biodiversity and its assessment by remote sensing. Global Ecology and Biogeography Letters, 7, 397–419.

    Article  Google Scholar 

  • Jha, C. S., Goparaju, L., Tripathi, A., Gharai, B., Raghubanshi, A. S., & Singh, J. S. (2005). Forest fragmentation and its impact on species diversity: An analysis using remote sensing and GIS. Biodiversity and Conservation, 14, 1681–1698.

    Article  Google Scholar 

  • Joppa, L. N., Scott, L. R., & Primm, S. L. (2008). On the protection of “protected areas”. Proceedings of the National Academy of Science, 105, 6673–6678.

    CAS  Article  Google Scholar 

  • Kinnaird, M. F., Sanderson, E. W., O’Brien, T. G., Wibisono, H. T., & Woolmer, G. (2003). Deforestation trends in a tropical landscape and implications for endangered large mammals. Conservation Biology, 17, 247–267.

    Article  Google Scholar 

  • Koenig, S., Wunderle, J., & Enkerlin-Hoeflich, E. (2007). Vines and canopy contact: A route for snake predation on parrot nests. Bird Conservation International, 17, 79–91.

    Article  Google Scholar 

  • Laliberte, A. S., Rango, A., Havstad, K. M., Paris, J. F., Beck, R. F., et al. (2004). Object-oriented image analysis for mapping shrub encroachment from 1937 to 2003 in southern New Mexico. Remote Sensing of Environment, 93, 198–210.

    Article  Google Scholar 

  • Laurance, W. F. (1999). Ecology and management of fragmented tropical landscapes—introduction and synthesis. Biological Conservation, 91, 101–107.

    Article  Google Scholar 

  • Lu, D., Mausel, P., Brondizios, E., & Moran, E. (2004). Change detection techniques. International Journal of Remote Sensing, 25, 2365–2407.

    Article  Google Scholar 

  • Lucas, R., Rowlands, A., Brown, A., Keyworth, S., & Bunting, P. (2007). Rule-based classification of multi-temporal satellite imagery for habitat and agricultural land cover mapping. Journal of Photogrammetry & Remote Sensing, 26, 165–185.

    Article  Google Scholar 

  • Lung, T., & Schaab, G. (2009). A comparative assessment of land cover dynamics of three protected forest areas in tropical eastern Africa. Environmental Monitoring and Assessment, 161, 531–548.

    Article  Google Scholar 

  • Mayaux, P., Holmgren, P., Achard, F., Eva, H., Stibig, H., & Branthomme, A. (2005). Tropical forest cover change in the 1990s and options for future monitoring. Philosophical Transaction of the Royal Society B, 360, 373–384.

    Article  Google Scholar 

  • McGarigal, K., Cushman, S. A., Neel, M. C., & Ene, E. (2002). FRAGSTATS: Spatial pattern analysis program for categorical maps. University of Massachusetts, Amherst. http://www.umass.edu/landeco/research/fragstats/fragstats.html.

  • Mendoza, E., Fay, J., & Dirzo, R. (2005). A quantitative analysis of forest fragmentation in Las Tuxtlas, southeast Mexico: Patterns and implications for conservation. Revista Chilena de Historia Natural, 78, 451–467.

    Article  Google Scholar 

  • Miller, D. J. (1998). Invasion of the Cockpits: Patterns of encroachment into the wet limestone forest of Cockpit Country Jamaica. In D. F. M. McGregor, D. Barker, & S. Lloyd (Eds.), Resource sustainability and Caribbean development. Kingston, Jamaica: The University of the West Indies Press.

    Google Scholar 

  • Millington, A. C., Velez-Liendo, X. M., & Bradleya, A. V. (2003). Scale dependence in multitemporal mapping of forest fragmentation in Bolivia: Implications for explaining temporal trends in landscape ecology and applications to biodiversity conservation. Journal of Photogrammetry & Remote Sensing, 57, 289–299.

    Article  Google Scholar 

  • Natarajan, D., John Britto, S., Balaguru, B., Nagamurgan, N., Soosairaj, S., & Arockiasamy, D. (2004). Identification of conservation priority sites using remote sensing and GIS—a case study from Chitteri hills, Eastern Ghats, Tamil Nadu. Current Science, 86, 1316–1322.

    Google Scholar 

  • Platt, R. V., & Rapoza, L. (2008). An evaluation of an object-oriented paradigm for land use/land cover classification. The Professional Geographer, 60, 87–100.

    Article  Google Scholar 

  • Proctor, G. R. (1986). Cockpit Country and its vegetation. In D. A. Thompson, P. K. Bretting, & M. Humphreys (Eds.), Forests of Jamaica (pp. 43–48). Kingston, Jamaica: Jamaica Society of Scientists and Technologists.

    Google Scholar 

  • Puyravaud, J. P. (2003). Standardizing the calculation of the annual rate of deforestation. Forest Ecology and Management, 177, 593–596.

    Article  Google Scholar 

  • Riaño, D., Chuvieco, E., Salas, J., & Aguado, I. (2003). Assessment of different topographic corrections in Landsat-TM data for mapping vegetation types. IEE Transactions on Geosciences and Remote Sensing, 41, 1056–1061.

    Article  Google Scholar 

  • Riitters, K., Wickham, J., O’Neill, R., Jones, B., & Smith, E. (2000). Global-scale patterns of forest fragmentation. Conservation Ecology, 4, 3.

    Google Scholar 

  • Rudel, T., & Roper, J. (1997). Forest fragmentation in the humid tropics: A cross-national analysis. Singapore Journal of Tropical Geography, 18, 99–109.

    Article  Google Scholar 

  • Sánchez-Azofeifa, G. A., Quesada-Mateo, C., Gonzalez-Quesada, P., Dayanandan, S., & Bawa, K. S. (1999). Protected areas and conservation of biodiversity in the tropics. Conservation Biology, 13(2), 407–411.

    Article  Google Scholar 

  • Shao, G., & Wu, J. (2008). On the accuracy of landscape pattern analysis using remote sensing data. Landscape Ecology, 23, 505–511.

    Article  Google Scholar 

  • Tole, L. (2006). Measurement and management of human-induced patterns of forest fragmentation: A case study. Environmental Management, 37, 788–801.

    Article  Google Scholar 

  • Turner, I. M. (1996). Species loss in fragments of tropical rain forest: A review of the evidence. Journal of Applied Ecology, 33, 200–209.

    Article  Google Scholar 

  • Warman, L., & Sinclair, A. (2000). A systematic method for identifying priority conservation areas using wildlife habitat relationships and observed locations of rare species. In C. Hollstedt, K. Sutherland, & T. Innes (Eds.), Proceedings, From science to management and back: A science forum for southern interior ecosystems of British Columbia (pp. 141–144). Kamloops, Canada: Southern Interior Forest Extension and Research Partnership.

    Google Scholar 

  • White, W. B. (1988). Geomorphology and hydrology of karst terrains. New York, NY: Oxford University Press.

    Google Scholar 

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Correspondence to Kurt P. McLaren.

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Newman, M.E., McLaren, K.P. & Wilson, B.S. Use of object-oriented classification and fragmentation analysis (1985–2008) to identify important areas for conservation in Cockpit Country, Jamaica. Environ Monit Assess 172, 391–406 (2011). https://doi.org/10.1007/s10661-010-1342-6

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  • DOI: https://doi.org/10.1007/s10661-010-1342-6

Keywords

  • Forest fragmentation
  • Tropical forest conservation
  • Object-oriented classification
  • Priority conservation areas