MODELING THE SPATIAL DISTRIBUTION OF THE EUROPEAN LAND SNAIL COCHLODINA LAMINATA (GASTROPODA, PULMONATA, CLAUSILIIDAE) IN THE EASTERN PART OF THE RANGE

V. V. Adamova, P. Ukrainskiy
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Abstract

Species distribution modeling (SDM) allows to defi ne the potential range and identify key factors that determine the habitat suitable areas. In this study, we made forecasts for the distribution of the European clausilid Cochlodina laminata (Montagu, 1803) in the eastern part of the range using SDM methods. Various algorithms are used to create models, including machine learning algorithms. We selected climatic factors and Earth remote sensing (ERS) data as predictors (extended vegetation index and land use). An ensemble forecast based on all models showed that the range of C. laminata is a wedge-shaped and largely coincides with the scheme proposed earlier by I.M. Likharev. However, in the eastern and southeastern parts the potential range turned out to be wider. The boundaries of the C. laminata potential distribution have been established in the forest-steppe and steppe zones, as well as in the Black Sea region and the Caucasus. The use of remote sensing data made it possible to identify suitable territories in more detail, which is especially important in the peripheral zones of the range. It is shown that the most signifi cant factors in the distribution of the species in the studied area are the average annual temperature, temperature seasonality and precipitation of the warmest quarter.
欧洲陆地蜗牛蜗牛(腹足纲,蜗牛目,蜗牛科)在其分布区东部的空间分布建模
物种分布建模(SDM)可以确定潜在的分布范围,并识别决定栖息地适宜区域的关键因素。在这项研究中,我们利用物种分布模型方法对欧洲栉水母(Cochlodina laminata)(Montagu,1803年)在其分布区东部的分布进行了预测。创建模型时使用了各种算法,包括机器学习算法。我们选择了气候因素和地球遥感(ERS)数据作为预测因子(扩展植被指数和土地利用)。基于所有模型的集合预测显示,层叶蓟马的分布范围呈楔形,与 I.M. Likharev 早先提出的方案基本吻合。然而,在东部和东南部,潜在的分布范围更广。在森林-草原和草原地带,以及黑海地区和高加索地区,已经确定了层叶蕨类植物潜在分布的边界。遥感数据的使用使得更详细地确定适宜地区成为可能,这对该地区的边缘地带尤为重要。研究表明,影响研究地区物种分布的最重要因素是年平均气温、气温季节性和最温暖季度的降水量。
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