Arid
DOI10.1007/s11629-018-4898-1
Modeling habitat suitability of range plant species using random forest method in arid mountainous rangelands
Piri Sahragard, Hossein1; Ajorlo, Majid1; Karami, Peyman2
通讯作者Piri Sahragard, Hossein
来源期刊JOURNAL OF MOUNTAIN SCIENCE
ISSN1672-6316
EISSN1993-0321
出版年2018
卷号15期号:10页码:2159-2171
英文摘要

Mountainous rangelands play a pivotal role in providing forage resources for livestock, particularly in summer, and maintaining ecological balance. This study aimed to identify environmental variables affecting range plant species distribution, ecological analysis of the relationship between these variables and the distribution of plants, and to model and map the plant habitats suitability by the Random Forest Method (RFM) in rangelands of the Taftan Mountain, Sistan and Baluchestan Province, southeastern Iran. In order to determine the environmental variables and estimate the potential distribution of plant species, the presence points of plants were recorded by using systematic random sampling method (90 points of presence) and soils were sampled in 5 habitats by random method in 0-30 and 30-60 cm depths. The layers of environmental variables were prepared using the Kriging interpolation method and Geographic Information System facilities. The distribution of the plant habitats was finally modelled and mapped by the RFM. Continuous maps of the habitat suitability were converted to binary maps using Youden Index (J) in order to evaluate the accuracy of the RFM in estimation of the distribution of species potential habitat. Based on the values of the area under curve (AUC) statistics, accuracy of predictive models of all habitats was in good level. Investigating the agreement between the predicted map, generated by each model, and actual maps, generated from fieldmeasured data, of the plant habitats, was at a high level for all habitats, except for Amygdalus scoparia habitat. This study concluded that the RFM is a robust model to analyze the relationships between the distribution of plant species and environmental variables as well as to prepare potential distribution maps of plant habitats that are of higher priority for conservation on the local scale in arid mountainous rangelands.


英文关键词Environmental (predictor) variables Habitat mapping Habitat distribution Random Forest Method Taftan Mountain
类型Article
语种英语
国家Iran
收录类别SCI-E
WOS记录号WOS:000447295900006
WOS关键词PREDICTION ; DISTRIBUTIONS ; PERFORMANCE ; CLASSIFICATION ; PREVALENCE ; VEGETATION ; ACCURACY ; COMMUNITIES ; ASSEMBLAGES ; THRESHOLDS
WOS类目Environmental Sciences
WOS研究方向Environmental Sciences & Ecology
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/211184
作者单位1.Univ Zabol, Fac Soil & Water, Range & Watershed Management Dept, Zabol 98615538, Iran;
2.Malayer Univ, Fac Nat Resources & Environm Sci, Dept Environm Sci, Malayer 95863657, Iran
推荐引用方式
GB/T 7714
Piri Sahragard, Hossein,Ajorlo, Majid,Karami, Peyman. Modeling habitat suitability of range plant species using random forest method in arid mountainous rangelands[J],2018,15(10):2159-2171.
APA Piri Sahragard, Hossein,Ajorlo, Majid,&Karami, Peyman.(2018).Modeling habitat suitability of range plant species using random forest method in arid mountainous rangelands.JOURNAL OF MOUNTAIN SCIENCE,15(10),2159-2171.
MLA Piri Sahragard, Hossein,et al."Modeling habitat suitability of range plant species using random forest method in arid mountainous rangelands".JOURNAL OF MOUNTAIN SCIENCE 15.10(2018):2159-2171.
条目包含的文件
条目无相关文件。
个性服务
推荐该条目
保存到收藏夹
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Piri Sahragard, Hossein]的文章
[Ajorlo, Majid]的文章
[Karami, Peyman]的文章
百度学术
百度学术中相似的文章
[Piri Sahragard, Hossein]的文章
[Ajorlo, Majid]的文章
[Karami, Peyman]的文章
必应学术
必应学术中相似的文章
[Piri Sahragard, Hossein]的文章
[Ajorlo, Majid]的文章
[Karami, Peyman]的文章
相关权益政策
暂无数据
收藏/分享

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。