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DOI10.3390/f10070583
Occurrence Prediction of the Citrus Flatid Planthopper (Metcalfa pruinosa (Say, 1830)) in South Korea Using a Random Forest Model
Lee, Dae-Seong1; Bae, Yang-Seop2; Byun, Bong-Kyu3; Lee, Seunghwan4; Park, Jong Kyun5; Park, Young-Seuk1,6
发表日期2019
EISSN1999-4907
卷号10期号:7
英文摘要

Invasive species cause a severe impact on existing ecosystems. The citrus flatid planthopper (CFP; Metcalfa pruinosa (Say, 1830)) is an invasive species in many countries. Predicting potential occurrence areas of the species related to environmental conditions is important for e ff ective forest ecosystem management. In this study, we evaluated the occurrence patterns of the CFP and predicted its potential occurrence areas in South Korea using a random forest model for a hazard rating of forests considering meteorological and landscape variables. We obtained the occurrence data of the CFP in South Korea from literature and government documents and extracted seven environmental variables (altitude, slope, distance to road (geographical), annual mean temperature, minimum temperature in January, maximum temperature in July, and annual precipitation (meteorological)) and the proportion of land cover types across seven categories (urban, agriculture, forest, grassland, wetland, barren, and water) at each occurrence site from digital maps using a Geographic Information System. The CFP occurrence areas were mostly located at low altitudes, near roads and urbanized areas. Our prediction model also supported these results. The CFP has a high potential to be distributed over the whole of South Korea, excluding high mountainous areas. Finally, factors related to human activities, such as roads and urbanization, strongly influence the occurrence and dispersal of the CFP. Therefore, we propose that these factors should be considered carefully in monitoring and surveillance programs for the CFP and other invasive species.


WOS研究方向Forestry
来源期刊FORESTS
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/99703
作者单位1.Kyung Hee Univ, Dept Biol, Seoul 02447, South Korea;
2.Incheon Natl Univ, Div Life Sci, Incheon 22012, South Korea;
3.Hannam Univ, Dept Biol Sci & Biotechnol, Daejeon 34054, South Korea;
4.Seoul Natl Univ, Div Entomol, Seoul 08826, South Korea;
5.Kyungpook Natl Univ, Dept Appl Biol, Sangju 37224, South Korea;
6.Kyung Hee Univ, Dept Life & Nanopharmaceut Sci, Seoul 02447, South Korea
推荐引用方式
GB/T 7714
Lee, Dae-Seong,Bae, Yang-Seop,Byun, Bong-Kyu,et al. Occurrence Prediction of the Citrus Flatid Planthopper (Metcalfa pruinosa (Say, 1830)) in South Korea Using a Random Forest Model[J],2019,10(7).
APA Lee, Dae-Seong,Bae, Yang-Seop,Byun, Bong-Kyu,Lee, Seunghwan,Park, Jong Kyun,&Park, Young-Seuk.(2019).Occurrence Prediction of the Citrus Flatid Planthopper (Metcalfa pruinosa (Say, 1830)) in South Korea Using a Random Forest Model.FORESTS,10(7).
MLA Lee, Dae-Seong,et al."Occurrence Prediction of the Citrus Flatid Planthopper (Metcalfa pruinosa (Say, 1830)) in South Korea Using a Random Forest Model".FORESTS 10.7(2019).
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