The study of the spatial distribution of natural villages is what local studies, cultural studies, urban and rural planning, and tourism planning need. In the context of gradually extinct natural villages, research on...The study of the spatial distribution of natural villages is what local studies, cultural studies, urban and rural planning, and tourism planning need. In the context of gradually extinct natural villages, research on the characteristics analysis and protection of natural villages is of great significance. With the aid of the Arc GIS spatial analysis technology, it was concluded that terrain, traffic, and social economy were important factors influencing the distribution of the natural villages in the study area, so as to provide a technical reference for relevant local administrative departments to construct a livable ecological environment.展开更多
The original version of this article contains a mistake in font setting on p.350. The last part of Table 3 note, i.e. 'biomass…molluscs (Liang et al., 1995)' should belong to the paper body. Therefore, the la...The original version of this article contains a mistake in font setting on p.350. The last part of Table 3 note, i.e. 'biomass…molluscs (Liang et al., 1995)' should belong to the paper body. Therefore, the last sentence展开更多
Qinghai-Tibet Plateau lakes are important carriers of water resources in the‘Asian’s Water Tower’,and it is of great significance to grasp the spatial distribution of plateau lakes for the climate,ecological enviro...Qinghai-Tibet Plateau lakes are important carriers of water resources in the‘Asian’s Water Tower’,and it is of great significance to grasp the spatial distribution of plateau lakes for the climate,ecological environment,and regional water cycle.However,the differences in spatial-spectral characteristics of various types of plateau lakes,and the complex background information of plateau both influence the extraction effect of lakes.Therefore,it is a great challenge to completely and effectively extract plateau lakes.In this study,we proposed a multiscale contextual information aggregation network,termed MSCANet,to automatically extract Plateau lake regions.It consists of three main components:a multiscale lake feature encoder,a feature decoder,and a Multicore Pyramid Pooling Module(MPPM).The multiscale lake feature encoder suppressed noise interference to capture multiscale spatial-spectral information from heterogeneous scenes.The MPPM module aggregated the contextual information of various lakes globally.We applied the MSCANet to the lake extraction of the Qinghai-Tibet Plateau based on Google data;additionally,comparative experiments showed that the MSCANet proposed had obvious improvement in lake detection accuracy and morphological integrity.Finally,we transferred the pre-trained optimal model to the Landsat-8 and Sentinel-2A dataset to verify the generalization of the MSCANet.展开更多
基金Sponsored by National Natural Science Foundation of China(51478411,51268057)Yunnan Provincial Natural Science Foundation of China(2015FA013)
文摘The study of the spatial distribution of natural villages is what local studies, cultural studies, urban and rural planning, and tourism planning need. In the context of gradually extinct natural villages, research on the characteristics analysis and protection of natural villages is of great significance. With the aid of the Arc GIS spatial analysis technology, it was concluded that terrain, traffic, and social economy were important factors influencing the distribution of the natural villages in the study area, so as to provide a technical reference for relevant local administrative departments to construct a livable ecological environment.
文摘The original version of this article contains a mistake in font setting on p.350. The last part of Table 3 note, i.e. 'biomass…molluscs (Liang et al., 1995)' should belong to the paper body. Therefore, the last sentence
基金supported by the Second Tibetan Plateau Scientific Expedition and Research(STEP)program under Grant 2019QZKK0106the Science and Technology Major Project of Henan Province under Grant 201400210900.
文摘Qinghai-Tibet Plateau lakes are important carriers of water resources in the‘Asian’s Water Tower’,and it is of great significance to grasp the spatial distribution of plateau lakes for the climate,ecological environment,and regional water cycle.However,the differences in spatial-spectral characteristics of various types of plateau lakes,and the complex background information of plateau both influence the extraction effect of lakes.Therefore,it is a great challenge to completely and effectively extract plateau lakes.In this study,we proposed a multiscale contextual information aggregation network,termed MSCANet,to automatically extract Plateau lake regions.It consists of three main components:a multiscale lake feature encoder,a feature decoder,and a Multicore Pyramid Pooling Module(MPPM).The multiscale lake feature encoder suppressed noise interference to capture multiscale spatial-spectral information from heterogeneous scenes.The MPPM module aggregated the contextual information of various lakes globally.We applied the MSCANet to the lake extraction of the Qinghai-Tibet Plateau based on Google data;additionally,comparative experiments showed that the MSCANet proposed had obvious improvement in lake detection accuracy and morphological integrity.Finally,we transferred the pre-trained optimal model to the Landsat-8 and Sentinel-2A dataset to verify the generalization of the MSCANet.
