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城市公园植被高精度多光谱遥感识别模型构建
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作者 王南 钱雨卉 魏维轩 《地理空间信息》 2024年第4期71-75,共5页
利用无人机与多光谱相机的组合航测获取可见光与多光谱影像,标注多光谱GNDVI图像和三通道可见光图像,采用图像融合网络、双重注意力网络和特征解码网络实现双重注意力卷积神经网络模型运算,并以上海泡泡公园做实证研究。基于早期融合(ea... 利用无人机与多光谱相机的组合航测获取可见光与多光谱影像,标注多光谱GNDVI图像和三通道可见光图像,采用图像融合网络、双重注意力网络和特征解码网络实现双重注意力卷积神经网络模型运算,并以上海泡泡公园做实证研究。基于早期融合(early fusion)和特征融合(feature fusion)的双重注意力卷积神经网络模型的整体植被识别率可达91.8%。先进设备的组合和双重注意卷积神经网络学习可实现高精度识别的模型构建,提升城市公园植被高精度识别的能力,可为后续的公园碳汇测算与种植评估提供更为精准的科学技术支撑。 展开更多
关键词 城市公园植被 多光谱遥感 高精度识别模型 双重注意力卷积神经网络 碳汇
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Urban Park Soil and Vegetation: Effects of Natural and Anthropogenic Factors 被引量:4
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作者 Pariente SARAH Helena Michaela ZHEVELEV Atar OZ 《Pedosphere》 SCIE CAS CSCD 2015年第3期392-404,共13页
Various soil surface components, such as trees, shrubs and biological crusts, and human recreational activities, e.g., barbecues and trampling by visitors, may divide the area of the urban park into smaller fragments/... Various soil surface components, such as trees, shrubs and biological crusts, and human recreational activities, e.g., barbecues and trampling by visitors, may divide the area of the urban park into smaller fragments/mieroenvironments, differentiated by their microenvironmental conditions, which may differ in soil and vegetation characteristics. The spatial changes in the soil and vegetation characteristics and their causes were investigated in an urban park located south of Tel Aviv-Jaffa, Israel. The area of the park is 0.5 km^2, including groves, a lake, lawns, and rest areas. Soil was sampled in nine microenvironments, of which seven were within the park: under Ceratonia siliqua trees (CsU), under Ficus sycomorus trees (FLU), rest area between tables under F. sycomorus (FIB), rest area under tables under F. sycomorus (FIT), open area with bare soil (OaS), open area with biological crust cover (OaC), and open area covered by herbaceous vegetation (OaV). Two more microenvironments, planar and sloping open areas (CoP and CoS, respectively) in the vicinity of the park, were used as the controls. Electrical conductivity, concentrations of soluble ions (Mg^2+, Ca^2+, Na^+, K^+ and HCO3), pH, contents of organic carbon, calcium carbonate and moisture, and grain size distribution were determined. In addition, herbaceous vegetation cover, number and diversity of herbaceous vegetation species were measured. It was found that soil properties and herbaceous vegetation characteristics varied within the park. Soil organic carbon, electrical conductivity, soluble salts, penetration depth, and vegetation characteristics were affected by human activities, mainly in the rest area between the tables. In contrast, the above characteristics were affected by natural factors mainly in the rest of the microenvironments, which were subjected to low levels of anthropogenic intervention. The heterogeneous structure of the park, as represented by the various microenvironments, offered new habitats and promoted the preservation of natural vegetation. 展开更多
关键词 anthropogenic activity herbaceous vegetation MICROENVIRONMENT soil properties species diversity
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