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An automated method for mapping physical soil and water conservation structures on cultivated land using GIS and remote sensing techniques 被引量:1
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作者 Asnake MEKURIAW Andreas HEINIMANN +2 位作者 Gete ZELEKE Hans HURNI Kaspar HURNI 《Journal of Geographical Sciences》 SCIE CSCD 2017年第1期79-94,共16页
An efficient and reliable automated model that can map physical Soil and Water Conservation(SWC) structures on cultivated land was developed using very high spatial resolution imagery obtained from Google Earth and ... An efficient and reliable automated model that can map physical Soil and Water Conservation(SWC) structures on cultivated land was developed using very high spatial resolution imagery obtained from Google Earth and Arc GIS?ERDAS IMAGINE?and SDC Morphology Toolbox for MATLAB and statistical techniques. The model was developed using the following procedures:(1) a high-pass spatial filter algorithm was applied to detect linear features,(2) morphological processing was used to remove unwanted linear features,(3) the raster format was vectorized,(4) the vectorized linear features were split per hectare(ha) and each line was then classified according to its compass directionand(5) the sum of all vector lengths per class of direction per ha was calculated. Finallythe direction class with the greatest length was selected from each ha to predict the physical SWC structures. The model was calibrated and validated on the Ethiopian Highlands. The model correctly mapped 80% of the existing structures. The developed model was then tested at different sites with different topography. The results show that the developed model is feasible for automated mapping of physical SWC structures. Thereforethe model is useful for predicting and mapping physical SWC structures areas across diverse areas. 展开更多
关键词 physical SWC structure mapping automated mathematical morphology GIS and remote sensing
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A new learning method using prior information of neural networks
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作者 LUeBaiquan JunichiMurata KotaroHirasawa 《Science in China(Series F)》 2004年第6期793-814,共22页
关键词 prior information neural network learning part parameter learning exact mathematical structure.
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