基于Biomod2组合模型的入侵害虫黑腹尼虎天牛适生区预测

    Prediction of Suitable Areas for the Invasive Pest Neoclytus acuminatus Based on the Biomod2 Ensemble Model

    • 摘要:
      目的 明确重大林业入侵害虫黑腹尼虎天牛〔Neoclytus acuminatus(Fabricius)〕在我国的适生区分布格局及其对未来气候变化的响应和潜在入侵风险,为该虫精准防控提供科学依据。
      方法 基于黑腹尼虎天牛全球分布数据、当前与未来4种SSP气候情景(SSP1-2.6、SSP2-4.5、SSP3-7.0、SSP5-8.5)数据、地形因子及寄主植被分布数据,采用Biomod2组合模型预测黑腹尼虎天牛在我国的潜在适生区,通过空间叠加分析识别潜在为害区,解析气候变化下该虫适生区时空动态与质心迁移规律。
      结果 当前气候条件下,黑腹尼虎天牛在我国潜在适生区总面积为474.02×104 km2,占国土面积49.38%,高适生区(92.69×104 km2)主要集中于河南南部、湖北、湖南、浙江、江苏、上海、江西、安徽、福建、广西和广东等地。未来4种SSP气候情景下,其适生区总面积随CO2排放浓度升高均呈现扩大趋势,新增适生区面积为77.36×104~177.85×104 km2,整体向高纬度和西部地区扩张,质心最大西迁距离达1 033.31 km。适生区与寄主分布叠加分析表明,黑腹尼虎天牛在我国潜在为害区面积为102.26×104 km2,占寄主总分布面积的46.44%。
      结论 黑腹尼虎天牛在我国适生范围广、入侵风险高,气候变化将进一步加剧其适生区扩张。该虫潜在为害区与我国主要林区、果园高度重叠,建议在适生区扩张前沿强化检疫监测与早期预警,严防其扩散蔓延。

       

      Abstract:
      Objective Clarify the distribution pattern of suitable areas for Neoclytus acuminatus, a major invasive forest pest in China, and its response to future climate change as well as its potential invasion risk, so as to provide a scientific basis for precise prevention and control of this pest.
      Method Based on the global distribution data of N. acuminatus, current and future climate data under four Shared Socioeconomic Pathways (SSP) scenarios (SSP1-2.6, SSP2-4.5, SSP3-7.0, SSP5-8.5), topographic factors, and host vegetation distribution data, we predicted the potential suitable areas of N. acuminatus in China using the Biomod2 ensemble model, identified its potential damage areas through spatial overlay analysis, and analyzed the spatiotemporal dynamics and centroid migration patterns of its suitable areas under climate change.
      Result Under current climatic conditions, the total potential suitable area of N. acuminatus in China reaches 474.02×104 km2, accounting for 49.38% of the country's total land area. The highly suitable areas (92.69×104 km2) are mainly concentrated in southern Henan, Hubei, Hunan, Zhejiang, Jiangsu, Shanghai, Jiangxi, Anhui, Fujian, Guangxi, Guangdong and other regions in China. Under four future SSP climate scenarios, the total suitable area shows an expanding trend with rising CO2 emission concentrations, with the newly increased suitable area ranging from 77.36 × 104 km2 to 177.85 × 104 km2. The suitable areas present an overall expansion trend toward high-latitude and western regions of China, with a maximum westward migration distance of the distribution centroid reaching 1 033.31 km. The overlay analysis of suitable areas and host distribution revealed that the potential damage area of N. acuminatus in China is102.26 × 104 km2, accounting for 46.44% of the total host distribution area.
      Conclusion N. acuminatus has a wide suitable range and high invasion risk in China, and climate change will further expand its suitable areas. Its potential damage areas are highly overlapped with the major forest regions and orchards in China. It is recommended to strengthen quarantine monitoring and early warning at the expansion front of the suitable areas to strictly prevent its spread and invasion.