System for monitoring ecosystem functioning of Network of National Parks of Spain with remote sensing




anomalies, carbon gains, conservation status, functional attributes, reference conditions, spectral vegetation indices


Management of protected areas in the current context of global change requires approaches to characterize and to monitor ecosystem functioning. Remote sensing provides adequate tools for that because it provides índices that inform repeatedly and for large areas of land, about matter and energy exchanges between the biota and land surface. Considering this principle, and the continuous improvements in the availability of satellite data of higher quality and friendly use, we have developed with the Autonomous Organization of National Parks of Spain (OAPN), a monitoring system that complements other monitoring initiatives from this agency to inform about the conservation status of national parks. The system, called REMOTE, is based on the most used spectral vegetation indices on scientific literature, EVI (Enhanced Vegetation Index) and NDVI (Normalized Difference Vegetation Index), derived from the time series of satellite images of the MODIS-Terra sensor. The systems allows to progress in identification of reference conditions to understand and predict ecosystems response against environmental perturbations or management actions, and their directional changes (trends) they are experiencing. Likewise, establishment of reference conditions helps to identify anomalies that warn of sudden changes in ecosystem functioning. The system uses as ecosystem functioning indicators three attributes related to the annual carbon gains (net primary production) by the canopy, their seasonality and phenology. In addittion, Remote has been designed and programmed on open and free software allowing future modifications and improvements in an easy way. The implementation of this system aims to inform decision-makers and managers of the Network of National Parks of Spain about the health and conservation status of ecosystems.


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Author Biographies

J. Cabello-Piñar, Universidad de Almería

Centro Andaluz para la Evaluación y Seguimiento del Cambio Global (CAESCG)

Departamento de Biología y Geología

D. Alcaraz-Segura, Universidad de Granada

Centro Andaluz para la Evaluación y Seguimiento del Cambio Global (CAESCG)

Departamento de Botánica

A. Reyes-Díez, Universidad de Almería

Centro Andaluz para la Evaluación y Seguimiento del Cambio Global (CAESCG)

P. Lourenço, Universidad de Almería

Centro Andaluz para la Evaluación y Seguimiento del Cambio Global (CAESCG)

J.M. Requena, Universidad de Almería

Centro Andaluz para la Evaluación y Seguimiento del Cambio Global (CAESCG)


Alcaraz-Segura, D., Paruelo, J., Cabello, J. 2006. Identification of current ecosystem functional types in the Iberian Peninsula. Global Ecology and Biogeography, 15(2), 200-212. http://doi. org/10.1111/j.1466-822X.2006.00215.x

Alcaraz-Segura, D., Cabello, J., Paruelo, J., Delibes, M. 2009. Use of Descriptors of Ecosystem Functioning for Monitoring a National Park Network: A Remote Sensing Approach. Environmental Management, 43(1), 38-48. 9154-y

Alcaraz-Segura, D., Bella, C. M. D., Straschnoy, J. V. 2013. Earth Observation of Ecosystem Services. CRC Press.

Alcaraz-Segura, D., Reyes. A. Cabello, J. 2015. Cambios en la productividad de la vegetación mediante teledetección. En: Zamora, R., Pérez-Luque, A.J., Bonet, F.J., Barea-Azcón, J.M. y Aspizua, R. (editores). 2015. La huella del cambio global en Sierra Nevada: Retos para la conservación. Consejería de Medio Ambiente y Ordenación del Territorio. Junta de Andalucía. pp. 140-143.

Cabello, J., Alcaraz-Segura, D. Lourenço, P. 2012a. Funcionamiento de los ecosistemas de la Red de Parques Nacionales de España: detección de impactos recientes y desarrollo de un sistema de seguimiento y alerta a partir de herramientas de teledetección. En Proyectos de investigación en parques nacionales: 2008-2011, pp. 45–69. Organismo Autónomo Parques Nacionales, Madrid. Disponible en: art0803_tcm7-231997.pdf [Acceso: junio/2016].

Cabello, J., Alcaraz-Segura, D., Lourenço, P., Reyes, A. 2012b. Guía para la incorporación de la teledetección al seguimiento de la Red de Parques Nacionales. Organismo Autónomo de Parques Nacionales.

Cabello, J., Fernández, N., Alcaraz-Segura, D., Oyonarte, C., Pineiro, G., Altesor, A., Delibes, M., Paruelo, J. M. 2012c. The ecosystem functioning dimension in conservation: insights from remote sensing. Biodiversity and Conservation, 21(13), 3287-3305 0370-7

Cabello, J., Lourenço, P., Reyes, A., Alcaraz-Segura, D. 2013. Ecosystem Services Assessment of National Parks Networks for Functional Diversity and Carbon Conservation Strategies Using Remote Sensing. Earth Observation of Ecosystem Services, 179.

Del Arco, M., Salas, M., Acebes, J. R., del C. Marrero, M., Reyes-Betancort, J. A., Pérez-de-Paz, P. L. 2002. Bioclimatology and climatophilous vegetation of Gran Canaria (Canary Islands). Annales Botanici Fennici, 39(1), 15-41

Dionisio, M.A., Alcaraz-Segura, Domingo, Cabello, J. 2012. Satellite-Based Monitoring of Ecosystem Functioning in Protected Areas: Recent Trends in the Oak Forests (Quercus pyrenaica Willd.) of Sierra Nevada (Spain). En International Perspectives on Global Environmental Change.

Directiva 92/43/CEE del Consejo, de 21 de mayo de 1992, relativa a la Conservación de los Hábitats Naturales y de la Fauna y Flora Silvestres. Diario Oficial de las Comunidades Europeas L 206: 1-50.

España. Ley 30/2014, de 3 de diciembre, de Parques Nacionales. Boletín Oficial del Estado. 4 de Diciembre de 2014. Número 293. 9. 99762-99792.

Jax, K. 2010. Ecosystem Functioning. Cambridge University Press. CBO9780511781216

Lovett, G.M., Burns, D.A., Driscoll, C.T., Jenkins, J.C., Mitchell, M.J., Rustad, L., Shanley, J.B., Likens, G.E., Haeuber, R. 2007. Who needs environmental monitoring? Frontiers in Ecology and the Environment, 5(5), 253-260. 9295(2007)5[253:WNEM]2.0.CO;2

McNaughton, S. J., Oesterheld, M., Frank, D. A., Williams, K. J. 1989. Ecosystem-level patterns of primary productivity and herbivory in terrestrial habitats. Nature, 341(6238), 142-144. http://doi. org/10.1038/341142a0

Monteith, J. L. 1972. Solar Radiation and Productivity in Tropical Ecosystems. Journal of Applied Ecology, 9(3), 747-766.

Nagendra, H., Tucker, C., Carlson, L., Southworth, J., Karmacharya, M., Karna, B. 2004. Monitoring Parks Through Remote Sensing: Studies in Nepal and Honduras. Environmental Management, 34(5), 748-760.

Nagendra, H., Lucas, R., Honrado, J.P., Jongman, R. H.G., Tarantino, C., Adamo, M., Mairota, P. 2013. Remote sensing for conservation monitoring: Assessing protected areas, habitat extent, habitat condition, species diversity, and threats. Ecological Indicators, 33, 45-59. ecolind.2012.09.014

Paruelo, J. M., Jobbágy, E. G., Sala, O. E. 2001. Current Distribution of Ecosystem Functional Types in Temperate South America. Ecosystems, 4(7), 683- 698.

Pettorelli, N., Vik, J. O., Mysterud, A., Gaillard, J.- M., Tucker, C. J., & Stenseth, N. C. 2005. Using the satellite-derived NDVI to assess ecological responses to environmental change. Trends in Ecology & Evolution, 20(9), 503-510. http://doi. org/10.1016/j.tree.2005.05.011

Pettorelli,N., Wegman, M., Gurney, L., Dubois, G. 2016a. Monitoring Protected Areas from Space. In: Joppa, L.N., Baillie, J.E.M., Robinson, J.G. (eds.), Protected Areas. Area They Safeguarding Biodiversity? Wiley Blackwell, pp: 242-259. http://

Pettorelli, N., Wegmann, M., Skidmore, A., Mücher, S., Dawson, T.P., Fernandez, M., Lucas, R., Schaepman, M.E., Wang, T., O’Connor, B., Jongman, R.H.G., Kempeneers, P., Sonnenschein, R., Leidner, A. K., Böhm, M., He, K.S., Nagendra, H., Dubois, G., Fatoyinbo, T., Hansen, M.C., Paganini, M., de Klerk, H.M., Asner, G.P., Kerr, J.T., Estes, A.B., Schmeller, D.S., Heiden, U., Rocchini, D., Pereira, H.M., Turak, E., Fernandez, N., Lausch, A., Cho, M.A., Alcaraz- Segura, D., McGeoch, M.A., Turner, W., Mueller, A., St-Louis, V., Penner, J., Vihervaara, P., Belward, A., Reyers, B., Geller, G.N. 2016b. Framing the concept of satellite remote sensing essential biodiversity variables: challenges and future directions. Remote Sensing in Ecology and Conservation, n/a-n/a.

R Development Core Team (2008). R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. ISBN 3-900051-07-0,

Red de Parques Nacionales - Disponible en [Acceso: Mayo, 2016].

Reyes, A., Alcaraz-Segura, D., Cabello, Javier. 2015. Implicaciones del filtrado de calidad del índice de vegetación EVI para el seguimiento funcional de ecosistemas. Revista De Teledetección, 43, 11-30.

Rose, R. A., Byler, D., Eastman, J. R., Fleishman, E., Geller, G., Goetz, S., Guild, L., Hamilton, H., Hansen, M., Headley, R., Hewson, J., Horning, N., Kaplin, B.A., Laporte, N., Leidner, A., Leimgruber, P., Morisette, J., Musinsky, J., Pintea, L., Prados, A., Radeloff, V.C., Rowen, M., Saarchi, S., Schill, S., Tabor, K., Turner, W., Vodacek, A., Vogelmann, J., Wegmann, M., Wilkie, D., Wilson, C. 2015. Ten ways remote sensing can contribute to conservation. Conservation Biology, 29(2), 350-359. http://doi. org/10.1111/cobi.12397

Skidmore, A. K., Pettorelli, N., Coops, N. C., Geller, G. N., Hansen, M., Lucas, R., Mücher, C. A., O'Connor, B., Paganini, M., Pereira, H. M., Schaepman, M. E., Turner, W., Wang, T., Wegmann, M. 2015. Agree on biodiversity metrics to track from space. Nature, 523, 403-405.

Solano, R., Didan, K., Jacobson, A. Huete, A. 2010. MODIS Vegetation Index User´s Guide (MOD13 Series). Version 2.00, May 2010 (Collection 5). Disponible en: MODIS/MODIS_VI_UsersGuide_01_2012.pdf [Acceso: Junio, 2016].

Tang, Z., Fang, J., Sun, J., Gaston, K. J. 2011. Effectiveness of Protected Areas in Maintaining Plant Production. PLoSONE, 6(4): e19116. http://

Volante, J. N., Alcaraz-Segura, D., Mosciaro, M. J., Viglizzo, E. F., Paruelo, J. M. 2012. Ecosystem functional changes associated with land clearing in NW Argentina. Agriculture, Ecosystems and Environments, 154: 12-22. http://dx.doi. org/10.1016/j.agee.2011.08.012





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