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利用最大熵模型预测(宫胁实蝇)(双翅目:实蝇科)在中国的扩散情况。

Forecasting the Expansion of (Miyake) (Diptera: Tephritidae) in China Using the MaxEnt Model.

作者信息

Mao Jianxiang, Meng Fanhua, Song Yunzhe, Li Dongliang, Ji Qinge, Hong Yongcong, Lin Jia, Cai Pumo

机构信息

College of Tea and Food Science, Wuyi University, Wuyishan 354300, China.

College of Plant Science and Technology, Beijing University of Agriculture, Beijing 102206, China.

出版信息

Insects. 2024 Jun 4;15(6):417. doi: 10.3390/insects15060417.

Abstract

The invasive pest, (Miyake), has become a significant threat to China's citrus industry. Predicting the area of potentially suitable habitats for is essential for optimizing pest control strategies that mitigate its impact on the citrus industry. Here, existing distribution data for , as well as current climate data and projections for four future periods (2021-2040, 2041-2060, 2061-2080, and 2081-2100) from the Coupled Model Intercomparison Project Phase 6 (CMIP6) were obtained. The distribution of under current and different climate change scenarios in China was predicted using the optimized MaxEnt model, ArcGIS, and the ENMeval data package. Model accuracy was assessed using ROC curves, and the primary environmental factors influencing the distribution of the pest were identified based on the percent contribution. When the regularization multiplier (RM) was set to 1.5 and the feature combination (FC) was set to LQH, a model with lower complexity was obtained. Under these parameter settings, the mean training AUC was 0.9916, and the mean testing AUC was 0.9854, indicating high predictive performance. The most influential environmental variables limiting the distribution of were the Precipitation of Warmest Quarter (Bio18) and Temperature Seasonality (standard deviation ×100) (Bio4). Under current climatic conditions, potentially suitable habitat for in China covered an area of 215.9 × 10 km, accounting for 22.49% of the country's land area. Potentially suitable habitat was primarily concentrated in Central China, South China, and East China. However, under future climatic projections, the area of suitable habitat for exhibited varying degrees of expansion. Furthermore, the centroid of the total suitable habitat for this pest gradually shifted westward and northward. These findings suggest that will spread to northern and western regions of China under future climate changes. The results of our study indicate that climate change will have a major effect on the invasion of and have implications for the development of strategies to control the spread of in China.

摘要

入侵害虫(宫胁)已对中国柑橘产业构成重大威胁。预测(该害虫)潜在适宜栖息地的面积对于优化害虫控制策略以减轻其对柑橘产业的影响至关重要。在此,获取了(该害虫)现有的分布数据,以及来自耦合模式比较计划第六阶段(CMIP6)的当前气候数据和四个未来时期(2021 - 2040年、2041 - 2060年、2061 - 2080年和2081 - 2100年)的气候预测数据。利用优化后的最大熵模型(MaxEnt)、ArcGIS和ENMeval数据包预测了中国当前及不同气候变化情景下(该害虫)的分布情况。使用ROC曲线评估模型准确性,并基于贡献率确定影响该害虫分布的主要环境因素。当正则化乘数(RM)设置为1.5且特征组合(FC)设置为LQH时,获得了一个复杂度较低的模型。在这些参数设置下,平均训练AUC为0.9916,平均测试AUC为0.9854,表明预测性能较高。限制(该害虫)分布的最具影响力的环境变量是最暖季降水量(Bio18)和温度季节性(标准差×100)(Bio4)。在当前气候条件下,中国(该害虫)潜在适宜栖息地面积为215.9×10平方千米,占全国陆地面积的22.49%。潜在适宜栖息地主要集中在中国中部、南部和东部地区。然而,在未来气候预测下,(该害虫)适宜栖息地面积呈现出不同程度的扩张。此外,该害虫总适宜栖息地的质心逐渐向西和向北移动。这些发现表明,在未来气候变化下,(该害虫)将扩散至中国的北部和西部地区。我们研究结果表明气候变化将对(该害虫)的入侵产生重大影响,并对制定控制其在中国扩散的策略具有启示意义。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0058/11203975/e093249cba7e/insects-15-00417-g001.jpg

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