Matches in SemOpenAlex for { <https://semopenalex.org/work/W3136259885> ?p ?o ?g. }
- W3136259885 endingPage "146680" @default.
- W3136259885 startingPage "146680" @default.
- W3136259885 abstract "Bioclimatic envelope models have been extensively used to predict the vegetation dynamics in response to climate changes. However, they are prone to the uncertainties arising from General Circulation Models (GCMs), classification algorithms and predictors, with low-resolution results and little detail at the regional level. Novel research has focused on the improvement of these models through a combination of climate and soil predictors to enhance ecological consistency. In this framework, we aimed to apply a joint edaphoclimatic envelope to predict the current and future vegetation distribution in the semiarid region of Brazil, which encompasses several classes of vegetation in response to the significant environmental heterogeneity. We employed a variety of machine learning algorithms and GCMs under RCP 4.5 and 8.5 scenarios of Coupled Model Intercomparison Project Phase 5 (CMIP5), in 1 km resolution. The combination of climate and soil predictors resulted in higher detail at landscape-scale and better distinction of vegetations with overlapping climatic niches. In forecasts, soil predictors imposed a buffer effect on vegetation dynamics as they reduced shifts driven solely by climatic drift. Our results with the edaphoclimatic approach pointed to an expansion of the dry Caatinga vegetation, ranging from an average of 16% to 24% on RCP 4.5 and RCP8.5 scenarios, respectively. The shift in environmental suitability from forest to open and dry vegetation implies a major loss to biodiversity, as well as compromising the provision of ecosystem services important for maintaining the economy and livelihoods of the world's largest semiarid population. Predicting the most susceptible regions to future climate change is the first step in developing strategies to mitigate impacts in these areas." @default.
- W3136259885 created "2021-03-29" @default.
- W3136259885 creator A5034692354 @default.
- W3136259885 creator A5051496872 @default.
- W3136259885 creator A5052413523 @default.
- W3136259885 creator A5057617655 @default.
- W3136259885 creator A5070097554 @default.
- W3136259885 creator A5085674191 @default.
- W3136259885 date "2021-08-01" @default.
- W3136259885 modified "2023-10-12" @default.
- W3136259885 title "Soil predictors are crucial for modelling vegetation distribution and its responses to climate change" @default.
- W3136259885 cites W1428262122 @default.
- W3136259885 cites W144050261 @default.
- W3136259885 cites W1500255874 @default.
- W3136259885 cites W150074832 @default.
- W3136259885 cites W1512715733 @default.
- W3136259885 cites W1524229351 @default.
- W3136259885 cites W1750866271 @default.
- W3136259885 cites W1831050183 @default.
- W3136259885 cites W1907702319 @default.
- W3136259885 cites W1917623218 @default.
- W3136259885 cites W1967642168 @default.
- W3136259885 cites W1985217958 @default.
- W3136259885 cites W1988195737 @default.
- W3136259885 cites W1991245757 @default.
- W3136259885 cites W1991308688 @default.
- W3136259885 cites W1994547615 @default.
- W3136259885 cites W2006750690 @default.
- W3136259885 cites W2010236289 @default.
- W3136259885 cites W2014582653 @default.
- W3136259885 cites W2023312901 @default.
- W3136259885 cites W2024966118 @default.
- W3136259885 cites W2027790279 @default.
- W3136259885 cites W2028914286 @default.
- W3136259885 cites W2033686454 @default.
- W3136259885 cites W2046877960 @default.
- W3136259885 cites W2054653365 @default.
- W3136259885 cites W2057867151 @default.
- W3136259885 cites W2063663449 @default.
- W3136259885 cites W2070462189 @default.
- W3136259885 cites W2071756666 @default.
- W3136259885 cites W2079979380 @default.
- W3136259885 cites W2080142653 @default.
- W3136259885 cites W2080217010 @default.
- W3136259885 cites W2081257990 @default.
- W3136259885 cites W2082366283 @default.
- W3136259885 cites W2097647145 @default.
- W3136259885 cites W2100226004 @default.
- W3136259885 cites W2101736372 @default.
- W3136259885 cites W2102586924 @default.
- W3136259885 cites W2107300579 @default.
- W3136259885 cites W2110534701 @default.
- W3136259885 cites W2110705317 @default.
- W3136259885 cites W2112776483 @default.
- W3136259885 cites W2121592212 @default.
- W3136259885 cites W2122537265 @default.
- W3136259885 cites W2123170022 @default.
- W3136259885 cites W2125101603 @default.
- W3136259885 cites W2130045385 @default.
- W3136259885 cites W2130810765 @default.
- W3136259885 cites W2135346143 @default.
- W3136259885 cites W2136521436 @default.
- W3136259885 cites W2139086914 @default.
- W3136259885 cites W2154103419 @default.
- W3136259885 cites W2161559483 @default.
- W3136259885 cites W2162467623 @default.
- W3136259885 cites W2162848293 @default.
- W3136259885 cites W2163379614 @default.
- W3136259885 cites W2163816695 @default.
- W3136259885 cites W2175358507 @default.
- W3136259885 cites W2179879290 @default.
- W3136259885 cites W2209210434 @default.
- W3136259885 cites W2256245571 @default.
- W3136259885 cites W2274117189 @default.
- W3136259885 cites W2341159246 @default.
- W3136259885 cites W2464015613 @default.
- W3136259885 cites W2481790163 @default.
- W3136259885 cites W2491098749 @default.
- W3136259885 cites W2491536712 @default.
- W3136259885 cites W2516412211 @default.
- W3136259885 cites W2521278688 @default.
- W3136259885 cites W2528017898 @default.
- W3136259885 cites W2552168760 @default.
- W3136259885 cites W2588003345 @default.
- W3136259885 cites W2602501594 @default.
- W3136259885 cites W2713480535 @default.
- W3136259885 cites W2742321900 @default.
- W3136259885 cites W2760951751 @default.
- W3136259885 cites W2768025983 @default.
- W3136259885 cites W2776841476 @default.
- W3136259885 cites W2783882365 @default.
- W3136259885 cites W2805367566 @default.
- W3136259885 cites W2808976985 @default.
- W3136259885 cites W2900780590 @default.
- W3136259885 cites W2901978088 @default.
- W3136259885 cites W2908561083 @default.
- W3136259885 cites W2909736607 @default.
- W3136259885 cites W2913166761 @default.