In the fragmented landscape, such as Brazilian Atlantic Rainforest, anthropogenic and environmental factors shape tree diversity. These factors modulate the dynamics among species with different population proportions. We explored how anthropogenic and environmental conditions, as well as diversity, influence forest dynamics in the Atlantic Rainforest. We used 20 years of forest inventory data from 53 plots in four fragments with different land-use histories. Environmental variables and taxonomic and functional diversity indices were obtained at the plot level. We also calculated net values of abundance (NDA) and biomass (NDB) dynamics for different species abundance classes (SAC): common, intermediate, and rare. We explored the relationships between the variables sets and NDB and NDA of each SAC by building linear mixed-effects models (LMM), in which land-use history (LUH) was included as a random effect, while the other variables were grouped as fixed effects. Over 20 years, we conducted 24,379 measurements on 6838 stems, with continuous increases in biomass, basal area, and diversity in most areas, despite local fluctuations in stem density. A total of 514 species were recorded, rotating between 423 (2002) and 440 (2022), with Myrtaceae, Fabaceae, and Lauraceae standing out. The SAC contributed distinctly to abundance and biomass. The richest forests had dominance distributed among a greater number of species, and poorer forests concentrated it in fewer species, a pattern maintained over 20 years. The abundance of common species decreased, but their biomass increased; rare species increased in both. The LMMs varied in performance across variable groups and dynamic components. For the NDB and dynamics of intermediate species, the models were not very accurate. Diversity and landscape models were the most explanatory variables, dominated by the random effect of LUH. At the fixed effects level, in general, common species responded to temperature, dry-season precipitation, and diversity; and rare species to anthropogenic landscape and soil variables. We revealed that different tree abundance classes respond differently to environmental and historical factors and highlight the importance of conserving rare species and maintaining diversity to ensure forest biomass stability and growth in the face of climate change and anthropogenic pressures.
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