Temporal trend of sclerophyllous forest deterioration in the Metropolitan Region of Chile: a spectral index-based approach
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Resumen
The sclerophyllous forest of Chile’s Metropolitan Region experienced intense anthropogenic and climatic pressure in recent decades. This study analyzed its deterioration trends between 1985 and 2024, identifying their spatiotemporal patterns through the complementary interpretation of spectral-index trend maps. We adapted normalized difference formulations of three spectral indices from multitemporal Landsat imagery acquired at five-year intervals. Thereafter, we standardized pixel-level temporal slopes by forest subtype to classify change magnitude relative to vegetation cover and topography. The modified NDDI (normalized difference drought index) was sensitive to vegetation water stress, reaching its highest values in 2020 during the peak of the central Chile megadrought and declining in 2024 following increased precipitation. The strongest deterioration occurred in the southwestern study area, mainly affecting denser, more accessible stands at lower elevations and gentler slopes.
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Esta obra está bajo una licencia internacional Creative Commons Atribución-NoComercial 4.0.
Referencias
Centro de Información de Recursos Naturales. (2016). DEM Alos Palsar Región Metropolitana. Geoportal de Chile. https://geoportal.cl/geoportal/catalog/35439/DEM%20Alos%20Palsar%20Regi%C3%B3n%20Metropolitana
Corporación Nacional Forestal (CONAF). (2024). Monitoreo de cambios, corrección gráfica y actualización del catastro de los recursos vegetacionales de la Región Metropolitana. CONAF, Santiago, Chile. https://sit.conaf.cl
Dirección Meteorológica de Chile (DMC). (2026). Servicios climáticos. https://climatologia.meteochile.gob.cl/
Fuentes, I., Lopatin, J., Galleguillos, M., & McPhee, J. (2025). Vegetation browning as an indicator of drought impact and ecosystem resilience. Science of Remote Sensing, 11, 100219. https://doi.org/10.1016/j.srs.2025.100219
Gajardo, R. (1994). La vegetación natural de Chile: clasificación y distribución geográfica. Editorial Universitaria.
Gao, Y., Skutsch, M., Paneque-Gálvez, J., & Ghilardi, A. (2020). Remote sensing of forest degradation: A review. Environmental Research Letters, 15(10), 103001. https://doi.org/10.1088/1748-9326/abaad7
Garfias, R., Castillo, M., Ruiz, F., Vita, A., Bown, H., & Navarro, R. (2018). Remanentes del bosque esclerófilo en la zona mediterránea de Chile central: caracterización y distribución de fragmentos. Interciencia, 43(9), 655-663.
Garreaud, R. (2023). Un breve recuento de las lluvias en la zona central de Chile ante la retirada de La Niña. Centro de Ciencia del Clima y la Resiliencia (CR)2. https://www.cr2.cl/analisis-cr2-un-breve-recuento-de-las-lluvias-en-la-zona-central-de-chile-ante-la-retirada-de-la-nina/
Garreaud, R., Boisier, J. P., Alvarez-Garretón, C., Christie, D. A., Carrasco-Escaff, T., Vergara, I., Chávez, R. O., Aldunce, P., Camus, P., Suazo-Álvarez, M., Masiokas, M., Castro, G., Muñoz, A., Zambrano-Bigiarini, M., Fuster, R., & Godoy, L. (2025). Hyperdroughts in central Chile: drivers, impacts, and projections. Hydrology and Earth System Sciences, 29, 5347-5369. https://doi.org/10.5194/hess-29-5347-2025
González-Reyes, Á., Christie, D.A., Schneider-Valenzuela, I., Venegas-González, A., Muñoz, A.A., Hadad, M., Gipoulou-Zuñiga, T., Tapia-Marzan, V., Gibson-Carpintero, S., Santini-Junior, L., LeQuesne, C. & Villalba, R. (2024). Recent multispecies tree-growth decline reveals a severe aridity change in Mediterranean Chile. Environmental Research Letters 19, 064046. https://doi.org/10.1088/1748-9326/ad4049
Gu, Y., Brown, J. F., Verdin, J. P., & Wardlow, B. (2007). A five-year analysis of MODIS NDVI and NDWI for grassland drought assessment over the central Great Plains of the United States. Geophysical Research Letters, 34, L06407. https://doi.org/10.1029/2006GL029127
Hunt, E. R., Rock, B. N., & Nobel, P. S. (1987). Measurement of leaf relative water content by infrared reflectance. Remote Sensing of Environment, 22(3), 429-435. https://doi.org/10.1016/0034-4257(87)90094-0
Instituto Nacional de Estadísticas (INE). (2024). Síntesis de resultados censo de población y vivienda 2024. Instituto Nacional de Estadísticas.
Joseph, S., Murthy, M. S. R., & Thomas, A. P. (2011). The progress on remote sensing technology in identifying tropical forest degradation: a synthesis of the present knowledge and future perspectives. Environmental Earth Sciences, 64, 731-741. https://doi.org/10.1007/s12665-010-0893-8
Luebert, F., & Pliscoff, P. (2018). Sinopsis bioclimática y vegetacional de Chile. Editorial Universitaria.
Mahmoud, A. R., Farahat, E. A., Hassan, L. M., & Halmy, M. W. A. (2025). Remotely sensed data contribution in predicting the distribution of native Mediterranean species. Scientific Reports, 15, 12475. https://doi.org/10.1038/s41598-025-94569-y
Ministerio del Medio Ambiente (MMA). (2025). Clasificación de especies. MMA. https://clasificacionespecies.mma.gob.cl/
Miranda, A., Altamirano, A., Cayuela, L., Lara, A., & González, M. (2017). Native forest loss in the Chilean biodiversity hotspot: revealing the evidence. Regional Environmental Change, 17(1), 285-297. https://doi.org/10.1007/s10113-016-1010-7
Miranda, A., Altamirano, A., Cayuela, L., Pincheira, F., & Lara, A. (2015). Different times, same story: native forest loss and landscape homogenization in three physiographical areas of south-central Chile. Applied Geography, 60, 20-28. https://doi.org/10.1016/j.apgeog.2015.02.016
Miranda, A., Lara, A., Altamirano, A., Di Bella, C., González, M. E., & Camarero, J. J. (2020). Forest browning trends in response to drought in a highly threatened Mediterranean landscape of South America. Ecological Indicators, 115, 106401. https://doi.org/10.1016/j.ecolind.2020.106401
Miranda, A., Syphard, A. D., Berdugo, M., Carrasco, J., Gómez-González, S., Ovalle, J. F., Delpiano, C. A., Vargas, S., Squeo, F. A., Miranda, M. D., Dobbs, C., Mentler, R., Lara, A., & Garreaud, R. (2023). Widespread synchronous decline of Mediterranean-type forest driven by accelerated aridity. Nature Plants, 9, 1810-1817. https://doi.org/10.1038/s41477-023-01541-7
Peñuelas, J., Sardans, J., Filella, I., Estiarte, M., Llusià, J., Ogaya, R., Carnicer, J., Bartrons, M., Rivas-Ubach, A., Grau, O., Peguero, G., Margalef, O., Pla-Rabés, S., Stefanescu, C., Asensio, D., Preece, C., Liu, L., Verger, A., Barbeta, A., … Terradas, J. (2017). Impacts of global change on Mediterranean forests and their services. Forests, 8(12), 463. https://doi.org/10.3390/f8120463
Rouse, J. W., Haas, R. H., Schell, J. A., & Deering, D. W. (1973). Monitoring vegetation systems in the Great Plains with ERTS. In Third Earth Resources Technology Satellite Symposium, 10-14 December 1973, 1(A), 309-317. Washington DC, USA. https://ntrs.nasa.gov/citations/19740022614
Salazar, A., Baldi, G., Hirota, M., Syktus, J., & McAlpine, C. (2015). Land use and land cover change impacts on the regional climate of non-Amazonian South America: A review. Global and Planetary Change, 128, 103-119. https://doi.org/10.1016/j.gloplacha.2015.02.009
Schulz, J. J., Cayuela, L., Echeverría, C., Salas, J., & Rey Benayas, J. M. (2010). Monitoring land cover change of the dryland forest landscape of Central Chile (1975-2008). Applied Geography, 30(3), 436-447. https://doi.org/10.1016/j.apgeog.2009.12.003
Schulz, J. J., Cayuela, L., Rey-Benayas, J. M., & Schröder, B. (2011). Factors influencing vegetation cover change in Mediterranean Central Chile (1975-2008). Applied Vegetation Science, 14, 571-582. https://doi.org/10.1111/j.1654-109X.2011.01135.x
Smith-Ramírez, C., Grez, A., Galleguillos, M., Cerda, C., Ocampo-Melgar, A., Miranda, M. D., Muñoz, A. A., Rendón-Funes, A., Díaz, I., Cifuentes, C., Alaniz, A., Seguel, O., Ovalle, J., Montenegro, G., Saldes-Cortés, A., Martínez-Harms, M. J., Armesto, J. J., & Vita, A. (2023). Ecosystem services of Chilean sclerophyllous forests and shrublands on the verge of collapse: A review. Journal of Arid Environments, 211, 104927. https://doi.org/10.1016/j.jaridenv.2022.104927
Stamou, A., Bakousi, A., Dosiou, A., Tsifodimou, Z.-E., Karachaliou, E., Tavantzis, I., & Stylianidis, E. (2025). Mapping drought incidents in the Mediterranean region with remote sensing: A step toward climate adaptation. Land, 14(8), 1564. https://doi.org/10.3390/land14081564
U.S. Geological Survey. (2026). EarthExplorer. https://earthexplorer.usgs.gov/
West, H., Quinn, N., & Horswell, M. (2019). Remote sensing for drought monitoring and impact assessment: Progress, past challenges and future opportunities. Remote Sensing of Environment, 232, 111291. https://doi.org/10.1016/j.rse.2019.111291
https://orcid.org/0000-0003-0303-8082