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基于遥感影像的土地利用特征提取与城乡梯度差异分析——以河北省涿州市为例
引用本文:汤怀志,汤敏,关明文,张美聪,王子彤. 基于遥感影像的土地利用特征提取与城乡梯度差异分析——以河北省涿州市为例[J]. 中国农业大学学报, 2021, 26(4): 157-166
作者姓名:汤怀志  汤敏  关明文  张美聪  王子彤
作者单位:中国农业大学 土地科学与技术学院, 北京 100193;北京佰信蓝图科技有限公司, 北京 102208;运城学院 经济管理系, 山西 运城 044099
基金项目:国家自然科学基金项目(41701201)
摘    要:为快速获取区域土地利用特征和精细刻画城乡土地利用差异,以河北省涿州市为研究对象,基于Sentinel-2影像数据,采取面向对象方法进行影像分割,利用隶属度函数与决策树方法相结合的非监督分类算法对涿州市土地利用进行分类,并选取了不同方向的城乡梯度样带进行了土地利用特征分析.结果 表明,应用模糊决策树方法的涿州市土地利用分...

关 键 词:土地利用  面向对象分类  隶属度函数  决策树分类  遥感影像
收稿时间:2020-09-04

Diversity analysis of urban and rural land use based on Sentinel-2 remote sensing image: A case study of Zhuozhou City in Hebei Province
TANG Huaizhi,TANG Min,GUAN Minwen,ZHANG Meicong,WANG Zitong. Diversity analysis of urban and rural land use based on Sentinel-2 remote sensing image: A case study of Zhuozhou City in Hebei Province[J]. Journal of China Agricultural University, 2021, 26(4): 157-166
Authors:TANG Huaizhi  TANG Min  GUAN Minwen  ZHANG Meicong  WANG Zitong
Affiliation:College of Land Science and Technology, China Agricultural University, Beijing 100193, China;Beijing Baixinlantu Science and Technology Co. Ltd., Beijing 102208, China;School of Economics and Management, Yuncheng College, Yuncheng 044099, China
Abstract:In order to quickly get the regional land use characteristics and describe the urban and rural land use differences, this study adopts object-oriented method for image segmentation, and USES unsupervised classification algorithm combining membership function and decision tree methods to classify the land use of Zhuozhou City based on Sentinel-2 image data, and selects the different directions of urban-rural gradient belt to analysis the characteristics of land use. The results show that the overall accuracy of the classification method is 93. 7%, the Kappa coefficient is 0. 892, and the classification accuracy is relatively high. Based on the classification results, it is found that Zhuozhou''s land use types are mainly farmland and urban and rural residential land, while the proportions of natural ecological space such as forest land, grassland and water body are relatively low. The spatial distribution shows an obvious urban-rural gradient characteristics. The cultivated land is concentrated in the southeast, south and west directions 4-7 km away from the city center. The overall distribution of urban and rural residential areas is scattered, with certain clustering characteristics within 3, 5, and 8-9 km from the city center. It is suggested Zhuozhou should optimize the layout of construction land according to the expected population size and land use agglomeration characteristics, improve the intensity of intensive utilization of construction land, and increase the proportion of ecological space such as forest land, grassland and water body.
Keywords:land use   object-oriented classification   subjection function   decision tree classifier   Sentinel-2 remote sensing image
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