Arid
DOI10.1007/s40333-016-0087-7
Soil polygon disaggregation through similarity-based prediction with legacy pedons
Liu Feng1; Geng Xiaoyuan2; Zhu A-xing3,4; Fraser, Walter2; Song Xiaodong1; Zhang Ganlin1
通讯作者Liu Feng
来源期刊JOURNAL OF ARID LAND
ISSN1674-6767
EISSN2194-7783
出版年2016
卷号8期号:5页码:760-772
英文摘要

Conventional soil maps generally contain one or more soil types within a single soil polygon. But their geographic locations within the polygon are not specified. This restricts current applications of the maps in site-specific agricultural management and environmental modelling. We examined the utility of legacy pedon data for disaggregating soil polygons and the effectiveness of similarity-based prediction for making use of the under- or over-sampled legacy pedon data for the disaggregation. The method consisted of three steps. First, environmental similarities between the pedon sites and each location were computed based on soil formative environmental factors. Second, according to soil types of the pedon sites, the similarities were aggregated to derive similarity distribution for each soil type. Third, a hardening process was performed on the maps to allocate candidate soil types within the polygons. The study was conducted at the soil subgroup level in a semi-arid area situated in Manitoba, Canada. Based on 186 independent pedon sites, the evaluation of the disaggregated map of soil subgroups showed an overall accuracy of 67% and a Kappa statistic of 0.62. The map represented a better spatial pattern of soil subgroups in both detail and accuracy compared to a dominant soil subgroup map, which was commonly used in practice. Incorrect predictions mainly occurred in the agricultural plain area and the soil subgroups that are very similar in taxonomy, indicating that new environmental covariates need to be developed. We concluded that the combination of legacy pedon data with similarity-based prediction is an effective solution for soil polygon disaggregation.


英文关键词legacy pedon data similarity-based prediction spatial disaggregation conventional soil maps
类型Article
语种英语
国家Peoples R China ; Canada ; USA
收录类别SCI-E
WOS记录号WOS:000378931000010
WOS关键词LANDSCAPES ; KNOWLEDGE ; MAPS
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/2XILL650/194205
作者单位1.Chinese Acad Sci, Inst Soil Sci, State Key Lab Soil & Sustainable Agr, Nanjing 210008, Jiangsu, Peoples R China;
2.Agr & Agri Food Canada, Sci & Technol Branch, Ottawa, ON K1A 0C5, Canada;
3.Nanjing Normal Univ, Sch Geog, Nanjing 210046, Jiangsu, Peoples R China;
4.Univ Wisconsin, Dept Geog, Madison, WI 53706 USA
推荐引用方式
GB/T 7714
Liu Feng,Geng Xiaoyuan,Zhu A-xing,et al. Soil polygon disaggregation through similarity-based prediction with legacy pedons[J],2016,8(5):760-772.
APA Liu Feng,Geng Xiaoyuan,Zhu A-xing,Fraser, Walter,Song Xiaodong,&Zhang Ganlin.(2016).Soil polygon disaggregation through similarity-based prediction with legacy pedons.JOURNAL OF ARID LAND,8(5),760-772.
MLA Liu Feng,et al."Soil polygon disaggregation through similarity-based prediction with legacy pedons".JOURNAL OF ARID LAND 8.5(2016):760-772.
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