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利用野外观察、遥感和深度学习技术检测跳鼠和鼹鼠之间的空间回避。

Detection of spatial avoidance between sousliks and moles by combining field observations, remote sensing and deep learning techniques.

机构信息

Department of Biomedicine and Environmental Research, The John Paul II Catholic University of Lublin, Konstantynów 1J, 20-708, Lublin, Poland.

Department of Animal Genetics and Conservation, Warsaw University of Life Sciences-SGGW, Ciszewskiego 8, 02-786, Warsaw, Poland.

出版信息

Sci Rep. 2022 May 18;12(1):8264. doi: 10.1038/s41598-022-12405-z.

DOI:10.1038/s41598-022-12405-z
PMID:35585229
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9117191/
Abstract

Nowadays, remote sensing is being increasingly applied in ecology and conservation, and even underground animals can successfully be studied if they leave clear signs of their presence in the environment. In this work, by combining a field study, analysis of high-resolution aerial images, and machine learning techniques, we investigated the interspecies relationships of two small burrowing mammals: the spotted souslik Spermophilus suslicus and the European mole Talpa europaea. The study was conducted for 3 years (2018-2020) at a 105-ha grass airfield where both species coexist (Poland). Both field studies and the analysis of aerial imagery showed that, in the period of low population numbers, the souslik avoided coexistence with the European mole, and the presence of the mole was found to reduce the area of the habitat suitable for the souslik. The presence of other burrowing species may be an important element in the habitat selectivity of the souslik, but this has not yet been included in the conservation guidelines for this species. We discuss the contribution of our results to the knowledge of the ecology of burrowing mammals and their interspecies relationships. We also assess the possibility of using remote sensing and deep learning methods in ecology and conservation of small burrowing mammals.

摘要

如今,遥感技术在生态学和保护生物学领域的应用日益广泛,即使是地下动物,如果它们在环境中留下明显的存在痕迹,也可以成功进行研究。在这项工作中,我们通过结合实地研究、高分辨率航空图像分析和机器学习技术,研究了两种小型穴居哺乳动物——花鼠(Spermophilus suslicus)和欧洲鼹鼠(Talpa europaea)——之间的种间关系。这项研究在一个 105 公顷的草地机场进行了 3 年(2018-2020 年),这两个物种在那里共存(波兰)。实地研究和航空图像分析都表明,在种群数量较低的时期,花鼠避免与欧洲鼹鼠共存,而鼹鼠的存在会减少花鼠适宜栖息地的面积。其他穴居物种的存在可能是花鼠栖息地选择性的一个重要因素,但这一点尚未被纳入该物种的保护准则。我们讨论了我们的研究结果对穴居哺乳动物生态学及其种间关系的知识的贡献。我们还评估了遥感和深度学习方法在小型穴居哺乳动物生态学和保护中的应用可能性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6928/9117191/0187acef2979/41598_2022_12405_Fig8_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6928/9117191/73f0ee49adfd/41598_2022_12405_Fig1_HTML.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6928/9117191/846136c958da/41598_2022_12405_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6928/9117191/7af6ebea7a3f/41598_2022_12405_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6928/9117191/2ca4e021be0f/41598_2022_12405_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6928/9117191/6eb35d2cd4d8/41598_2022_12405_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6928/9117191/0187acef2979/41598_2022_12405_Fig8_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6928/9117191/73f0ee49adfd/41598_2022_12405_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6928/9117191/cbabcf8d9886/41598_2022_12405_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6928/9117191/98efbedfc0f9/41598_2022_12405_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6928/9117191/846136c958da/41598_2022_12405_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6928/9117191/7af6ebea7a3f/41598_2022_12405_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6928/9117191/2ca4e021be0f/41598_2022_12405_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6928/9117191/6eb35d2cd4d8/41598_2022_12405_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6928/9117191/0187acef2979/41598_2022_12405_Fig8_HTML.jpg

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