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@article{ART001687671},
author={Ji-Yeon Kim and 서창완 and 권혁수 and 류지은 and MYUNGJIN KIM},
title={A Study on the Species Distribution Modeling using National Ecosystem Survey Data},
journal={Journal of Environmental Impact Assessment},
issn={1225-7184},
year={2012},
volume={21},
number={4},
pages={593-607},
doi={}

TY - JOUR
AU - Ji-Yeon Kim
AU - 서창완
AU - 권혁수
AU - 류지은
AU - MYUNGJIN KIM
TI - A Study on the Species Distribution Modeling using National Ecosystem Survey Data
JO - Journal of Environmental Impact Assessment
PY - 2012
VL - 21
IS - 4
PB - Korean Society Of Environmental Impact Assessment
SP - 593
EP - 607
SN - 1225-7184
AB - The Ministry of Environment have started the ‘National Ecosystem Survey’ since 1986. It has been carried out nationwide every ten years as the largest survey project in Korea. The second one and the third one produced the GIS-based inventory of species. Three survey methods were different from each other. There were few studies for species distribution using national survey data in Korea. The purposes of this study are to test species distribution models for finding the most suitable modeling methods for the National Ecosystem Survey data and to investigate the modeling results according to survey methods and taxonominal group. Occurrence data of nine species were extracted from the National Ecosystem Survey by taxonomical group (plant, mammal, and bird). Plants are Korean winter hazel (Corylopsis coreana), Iris odaesanensis (Iris odaesanensis), and Berchemia (Berchemia berchemiaefolia). Mammals are Korean Goral (Nemorhaedus goral), Marten (Martes flavigula koreana), and Leopard cat (Felis bengalensis). Birds are Black Woodpecker (Dryocopus martius), Eagle Owl (Bubo Bubo), and Common Buzzard (Buteo buteo). Environmental variables consisted of climate, topography, soil and vegetation structure. Two modeling methods (GAM, Maxent) were tested across nine species, and predictive species maps of target species were produced. The results of this study were as follows. Firstly, Maxent showed similar 5 cross-validated AUC with GAM. Maxent is more useful model to develop than GAM because National Ecosystem Survey data has presence-only data. Therefore, Maxent is more useful species distribution model for National Ecosystem Survey data. Secondly, the modeling results between the second and third survey methods showed sometimes different because of each different surveying methods. Therefore, we need to combine two data for producing a reasonable result. Lastly, modeling result showed different predicted distribution pattern by taxonominal group. These results should be considered if we want to develop a species distribution model using the National Ecosystem Survey and apply it to a nationwide biodiversity research.
KW - National Ecosystem Survey;Species Distribution Model;Maximum Entropy Model;Biodiversity
DO -
ER -

Ji-Yeon Kim, 서창완, 권혁수, 류지은 and MYUNGJIN KIM. (2012). A Study on the Species Distribution Modeling using National Ecosystem Survey Data. Journal of Environmental Impact Assessment, 21(4), 593-607.

Ji-Yeon Kim, 서창완, 권혁수, 류지은 and MYUNGJIN KIM. 2012, "A Study on the Species Distribution Modeling using National Ecosystem Survey Data", Journal of Environmental Impact Assessment, vol.21, no.4 pp.593-607. Available from: doi:

Ji-Yeon Kim, 서창완, 권혁수, 류지은, MYUNGJIN KIM "A Study on the Species Distribution Modeling using National Ecosystem Survey Data" Journal of Environmental Impact Assessment 21.4 pp.593-607 (2012) : 593.

Ji-Yeon Kim, 서창완, 권혁수, 류지은, MYUNGJIN KIM. A Study on the Species Distribution Modeling using National Ecosystem Survey Data. 2012; 21(4), 593-607. Available from: doi:

Ji-Yeon Kim, 서창완, 권혁수, 류지은 and MYUNGJIN KIM. "A Study on the Species Distribution Modeling using National Ecosystem Survey Data" Journal of Environmental Impact Assessment 21, no.4 (2012) : 593-607.doi:

Ji-Yeon Kim; 서창완; 권혁수; 류지은; MYUNGJIN KIM. A Study on the Species Distribution Modeling using National Ecosystem Survey Data. Journal of Environmental Impact Assessment, 21(4), 593-607. doi:

Ji-Yeon Kim; 서창완; 권혁수; 류지은; MYUNGJIN KIM. A Study on the Species Distribution Modeling using National Ecosystem Survey Data. Journal of Environmental Impact Assessment. 2012; 21(4) 593-607. doi:

Ji-Yeon Kim, 서창완, 권혁수, 류지은, MYUNGJIN KIM. A Study on the Species Distribution Modeling using National Ecosystem Survey Data. 2012; 21(4), 593-607. Available from: doi:

Ji-Yeon Kim, 서창완, 권혁수, 류지은 and MYUNGJIN KIM. "A Study on the Species Distribution Modeling using National Ecosystem Survey Data" Journal of Environmental Impact Assessment 21, no.4 (2012) : 593-607.doi: