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基于MaxEnt模型预测四川4种马先蒿潜在适生区

Prediction of Potential Suitable Habitats for Four Species of Pedicularis in Sichuan Based on the MaxEnt Model

  • 摘要: 马先蒿属(Pedicularis)是草原群落演替的关键指示类群,研究其适生分布与未来变化,可为该区域草原退化预警及草地资源可持续利用提供理论依据。利用最大熵模型(MaxEnt),基于凸额马先蒿(Pedicularis cranolopha)、甘肃马先蒿(Pedicularis kansuensis)、长花马先蒿(Pedicularis longiflora)和轮叶马先蒿(Pedicularis verticillata)的分布点数据,结合气候、地形及土壤环境因子,模拟预测当前气候以及未来(2041—2060年、2061—2080年)SSP126(低排放)和SSP585(高排放)情景下4种马先蒿在四川省的潜在适生区。结果表明:模型预测精度高(所有AUC值 >0.90);昼夜温差月均值(Bio2)是4种马先蒿主要共同主导因子(贡献率27.80~56.70%),其适宜范围存在种间差异:轮叶马先蒿最窄(14.02~15.61℃),甘肃马先蒿最宽(13.92~17.69℃);当前气候下,4种马先蒿的高、中适生区主要集中分布于川西高原的甘孜州和阿坝州(轮叶马先蒿延伸至凉山州),呈现东西分异的分布格局;SSP126情景下,凸额马先蒿、甘肃马先蒿和轮叶马先蒿适生区面积呈现缩减趋势,而长花马先蒿在2041—2060年显著增加(6.08万km2),表明其在同域马先蒿属物种竞争中占据相对优势;SSP585情景下,不同马先蒿的总适生区变化存在差异,表现为甘肃马先蒿和轮叶马先蒿先增加后减少;凸额马先蒿和长花马先蒿总体在减少,但随时间的推移有增加趋势;未来两种情景下,凸额马先蒿适生区趋于高度碎片化,退化风险最大(最高52.00%);长花马先蒿在SSP126情景下则显著扩增;甘肃马先蒿与轮叶马先蒿整体较为稳定(保留率>82.28%),且展现出较强的胁迫适应潜力;未来4种马先蒿扩张区域主要向西北部(石渠县)以及西南部(凉山州)地区迁移,因此,未来应加强该热点地区的动态监测,以防止生物入侵造成草原生态系统的破坏。

     

    Abstract: Pedicularis species serve as key indicator taxa in grassland community succession. Investigating their suitable distribution and future changes provides a theoretical basis for early warning of grassland degradation and sustainable utilization of grassland resources in this region. Utilizing the Maximum Entropy (MaxEnt) model, this study simulated and predicted the current and future (2041–2060, 2061–2080) potential suitable habitats for four Pedicularis species (P. cranolopha, P. kansuensis, P. longiflora, and P. verticillata) in Sichuan Province, China. This was based on species occurrence data combined with climatic, topographic, and soil environmental factors, under both SSP126 (low emission) and SSP585 (high emission) future climate scenarios. The results demonstrated high model prediction accuracy (all AUC values > 0.90). The mean diurnal temperature range (Bio2) was the primary shared dominant factor for all four species (contribution rate: 27.80–56.70%), though their optimal ranges exhibited interspecific differences: narrowest for P. verticillata (14.02–15.61℃) and widest for P. kansuensis (13.92–17.69℃). Under current climatic conditions, the high and medium suitability areas for all four species were primarily concentrated in the Ganzi and Aba Prefectures on the Western Sichuan Plateau (P. verticillata extended into Liangshan Prefecture), exhibiting an east-west differentiation pattern. Under the SSP126 scenario, the suitable habitat areas for P. cranolopha, P. kansuensis, and P. verticillata showed a declining trend, while that of P. longiflora significantly increased (by 60,800 km2) during 2041–2060, indicating its relative competitive advantage among the sympatric Pedicularis species. Under the SSP585 scenario, changes in total suitable area varied among species: P. kansuensis and P. verticillata increased initially and then decreased; P. cranolopha and P. longiflora showed an overall decreasing trend but with a tendency to increase over time. Across both future scenarios, the suitable habitat for P. cranolopha became highly fragmented, indicating the highest degradation risk (up to 52.00%). In contrast, P. longiflora exhibited significant expansion under SSP126. P. kansuensis and P. verticillata remained relatively stable overall (retention rate > 82.28%) and demonstrated stronger potential for stress adaptation. Future expansion areas for all four species primarily migrated towards the northwest (Shiqu County) and southwest (Liangshan Prefecture). Consequently, we recommend enhanced dynamic monitoring in these hotspot regions to prevent potential disruption of grassland ecosystems due to biological invasion

     

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