Updating Conventional Soil Maps through Digital Soil Mapping
Yang L.
2011
关键词fuzzy-logic model information knowledge classification topography strategies prediction algorithm inference
英文摘要Conventional soil maps, as the major data source for information on the spatial variation of soil, are limited in terms of both the level of spatial detail and the accuracy of soil attributes. These soil maps, however, contain valuable knowledge on soil-environment relationships. Such knowledge can be extracted for updating conventional soil maps through the use of available high-quality data on environmental variables and data analysis techniques. We developed a method to update conventional soil maps using digital soil mapping techniques without additional field work, which can be used in situations where the study area contains no or few soil profile descriptions at points. The basis of the method is that soil polygons on a conventional soil map correspond to landscape units, which can be considered as combinations of environmental factors. Such environmental combinations were approximated through fuzzy clustering on the environmental factors. We extracted the knowledge on soil-environment relationships by relating the environmental combinations to the mapped soil types. The extracted knowledge was then used for soil mapping using the Soil Land Inference Model (SoLIM) framework. This method was demonstrated through a case study for updating a conventional 1:20,000 soil map of Wakefield, NB, Canada. The case study showed that the updated digital soil map contained much greater spatial detail than the conventional soil map. Field validation indicated that the accuracy of the updated soil map was much higher than the conventional soil map at the level of soil associations with drainage classes, indicating that the proposed method is an effective approach to updating conventional soil maps.
出处Soil Science Society of America Journal
75
3
1044-1053
收录类别SCI
语种英语
ISSN号0361-5995
内容类型SCI/SSCI论文
源URL[http://ir.igsnrr.ac.cn/handle/311030/22593]  
专题地理科学与资源研究所_历年回溯文献
推荐引用方式
GB/T 7714
Yang L.. Updating Conventional Soil Maps through Digital Soil Mapping. 2011.
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