Sustainability · 2020 · 22 citations · 126 references
Natural ResourcesBiodiversity ConservationForestryForest ConservationForest ManagementProtected Area ManagementDeforestationForest Change DetectionForest CoverLand Cover Change DetectionLand Cover MappingReforestationDeforestation MappingForest Cover Change MappingForest Cover DynamicsForest Degradation MappingForest-cover ChangeLand Cover AnalysisPropensity Score AdjustmentProtected Areas
Himalaya, a global biodiversity hotspot, has undergone considerable forest cover fluctuation in recent decades, and numerous protected areas (PAs) have been established to prohibit forest degradation there. However, the spatiotemporal characteristics of this forest cover change across the whole region are still unknown, as are the effectiveness of its PAs. Therefore, here, we first mapped the forest cover of Himalaya in 1998, 2008, and 2018 with high accuracy (>90%) using a random forest (RF) algorithm based on Google Earth Engine (GEE) platform. The propensity score matching (PSM) method was applied with eight control variables to balance the heterogeneity of land characteristics inside and outside PAs. The effectiveness of PAs in Himalaya was quantified based on matched samples. The results showed that the forest cover in Himalaya increased by 4983.65 km2 from 1998 to 2008, but decreased by 4732.71 km2 from 2008 to 2018. Further analysis revealed that deforestation and reforestation mainly occurred at the edge of forest tracts, with over 55% of forest fluctuation occurring below a 2000 m elevation. Forest cover changes in PAs of Himalaya were analyzed; these results indicated that about 56% of PAs had a decreasing trend from 1998 to 2018, including the Torsa (Ia PA), an area representative of the most natural conditions, which is strictly protected. Even so, as a whole, PAs in Himalaya played a positive role in halting deforestation.
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Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text
Biodiversity hotspots for conservation priorities
Norman Myers, Russell A. Mittermeier, Cristina G. Mittermeier et al. · Nature · 2000 · 31.2K citations · Full text
Natural Resources, Biodiversity Conservation, Conservation Biology +13
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