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利用多种物种分布模型评估克氏原螯虾的潜在分布。

Ensemble evaluation of potential distribution of Procambarus clarkii using multiple species distribution models.

机构信息

Department of Biosystems Machinery Engineering, Chungnam National University, Daejeon, 34134, Korea.

Department of Smart Agriculture Systems, Chungnam National University, Daejeon, 34134, Korea.

出版信息

Oecologia. 2024 Mar;204(3):589-601. doi: 10.1007/s00442-024-05516-z. Epub 2024 Feb 22.

Abstract

Procambarus clarkii is a notorious invasive species that has led to ecological concerns owing to its high viability and rapid reproduction. South Korea, a country exposed to a high risk of introduction of invasive species due to active international trade, has suffered from recent massive invasions by invasive species, necessitating the evaluation of potential areas requiring intensive monitoring. In this study, we developed two different types of species distribution models, CLIMEX and random forest, for P. clarkii using occurrence records from the United States. The potential distribution in the United States was predicted along coastal lines and inland regions located below 40°N latitude The model was then applied to evaluate the potential distribution in South Korea, and an ensemble map was constructed to identify the most vulnerable domestic regions. According to both models, the domestic potential distribution was highest in most areas located at low altitudes. In the ensemble model, most of the low-altitude western regions, the eastern coast, and some southern inland regions were predicted to be suitable for the distribution of P. clarkii, and a similar distribution pattern was predicted when the model was projected into the future climate. Through this study, it is possible to secure basic data that can be used for the early monitoring of the introduction and subsequent distribution of P. clarkii.

摘要

克氏原螯虾是一种臭名昭著的入侵物种,由于其高生存能力和快速繁殖,引起了生态方面的关注。韩国由于国际贸易活动频繁,面临着较高的入侵物种引入风险,最近遭受了大量入侵物种的入侵,因此需要评估需要加强监测的潜在区域。本研究利用美国的物种分布数据,分别采用 CLIMEX 和随机森林两种方法建立了克氏原螯虾的物种分布模型。对美国沿海地区和北纬 40°以下内陆地区的潜在分布范围进行了预测。然后,将该模型应用于评估韩国的潜在分布范围,并构建了一个综合地图来识别最脆弱的国内地区。根据这两种模型,国内的潜在分布范围在大多数低海拔地区最高。在综合模型中,大部分低海拔的西部地区、东海岸和一些南部内陆地区被预测为适合克氏原螯虾分布的地区,当模型被预测到未来气候时,也呈现出类似的分布模式。通过这项研究,可以获得用于早期监测克氏原螯虾引入和随后分布的基本数据。

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