Plateau wetlands are essential to wetland research due to their unique geographic location and socioeconomic roles. Birds, as key members of wetland ecosystems, play an essential role in maintaining energy flow and ecosystem stability. With its mountainous and plateau terrain, Yunnan Province serves as a critical migratory route and habitat for birds, housing numerous plateau wetlands. This study applied the HDBSCAN clustering algorithm to identify bird distribution points across Yunnan Province, providing an analysis of community structure and spatiotemporal variations. Nighttime light data was used to assess human activity intensity, allowing for the calculation of net gains and losses to map the impacts of human disturbance on birds. The Spearman correlation coefficient and a wetland-bird association index were calculated to confirm birds' preference for wetland habitats in Yunnan Province. This evaluation of human impact on birds and plateau wetlands over recent years offers conservation strategies and practical recommendations for bird protection and wetland management. This study results indicate that: (1) Birds in Yunnan Province are predominantly Passeriformes and resident species, with Passeriformes representing 52.42% of bird abundance and 62.98% of richness, and resident birds comprising 48.44% of abundance and 61.17% of richness. Bird distribution hotspots are mainly concentrated in plateau wetland and border cities, with minor spatial variations among residency patterns and clear seasonal distribution patterns; (2) Human disturbances have a significant and increasing impact on birds, with a distinct inverse relationship between areas of high human activity and bird habitats; (3) Birds in Yunnan demonstrate a marked preference for wetland habitats, with human disturbances notably affecting wetland edges, especially in urban areas.
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