期刊文献+

基于高光谱数据的城市不透水层提取与分析 被引量:9

Urban impervious surface area extraction and analysis based on hyperspectral remote sensing image
原文传递
导出
摘要 针对多光谱卫星遥感数据监测城市生态环境的限制和高光谱遥感数据的优越性,以徐州市城区为例,选择2004和2006年地球观测卫星-1(EO-1)Hyperion高光谱遥感数据,在波段选择、大气校正等预处理的基础上,利用线性光谱混合模型,通过混合像元分解在亚像元尺度上提取两个时相徐州市中心城区的不透水层比例.以高分辨率遥感影像分类结果作为参考,通过与Landsat TM多光谱数据提取结果的比较,表明了高光谱遥感影像提取不透水层的优势.利用两个时相高光谱遥感影像提取的不透水层信息进行变化分析,结果表明:徐州市不透水层比例在持续增加,尤其在城市边缘区更是显著增加,其主要驱动因素是城市扩展和土地利用变化. According to the limitations of multi-spectral images in monitoring urban growth and the advantages of hyperspectral remote sensing data, EO-1 Hyperion hyperspectral remote sensing (HRS) images of 2004 and 2006 were employed to extract impervious surface area of the urban area in Xuzhou city. Image pre-processing including band selection and atmospheric correction was conducted at first. Based on the linear spectral mixture model, impervious sur- face area (ISA) in sub-pixel scale was extracted by spectral unmixing. Using the classification results of high resolution QuickBird image as reference, the results were compared with that from Landsat TM multispectral images, demonstrating the superiority and advantages of hy- perspectral remote sensing data for ISA extraction. Furthermore, the ISA change of two dates was analyzed, and the results show that the impervious surface area over Xuzhou city has been in continuous increase, especially in the urban fringe areas. The main driving factors for ISA change are urban expansion and land use change.
出处 《中国矿业大学学报》 EI CAS CSCD 北大核心 2011年第4期660-666,共7页 Journal of China University of Mining & Technology
基金 国家自然科学基金项目(40871195) 江苏省"333高层次人才培养工程"科研项目(2009-32) 教育部留学回国人员科研启动基金项目
关键词 高光谱遥感 不透水层 混合像元分解 线性光谱混合模型 hyperspectral remote sensing impervious surface mixed pixel decomposition lin
  • 相关文献

参考文献15

  • 1RIDD M K. Exploring a V-I-S (vegetation-impervious surface-soil) model for urban ecosystem analysis through remote sensing: comparative anatomy for cities[J].International Journal of Remote Sensing, 1995, 16(12): 2165-2185. 被引量:1
  • 2FEI Y, MARVIN E B. Comparison of impervious surface area and normalized difference vegetation index as indicators of surface urban heat island effects in Landsat imagery[J]. Remote Sensing of Environment, 2007, 106(3): 375-386. 被引量:1
  • 3J1 M, JENSEN J R. Fuzzy training in supervised image classification[J].Geographic Information Sciences, 1996, 2(1): 1-12. 被引量:1
  • 4SMALL C. Estimation and vicarious validation of urban vegetation abundance by spectral mixture analysis [J]. International Journal of Remote Sensing, 2001, 22(7) : 1305-1334. 被引量:1
  • 5LU D S, WENG Q H. Spectral mixture analysis of the urban landscape in Indianapolis with Landsat ETM+imagery [J].Photogrammetric Engineering and Remote Sensing, 2004, 70(9) : 1053-1062,. 被引量:1
  • 6POWELL S L, COHEN W B, YANG Z Q, et al. Quantification of impervious surface in the Snohom ish water resources inventory area of western Wash ington from 1972-2006[J]. Remote Sensing of En vironment, 2008, 112(4): 1895-1908. 被引量:1
  • 7童庆禧,张兵,郑兰芬.高光谱遥感:原理、技术与应用[M].北京:高等教育出版社,2006. 被引量:1
  • 8GALVAO L S, FORMAGGIO A R, TISOT D A. Discrimination of sugarcane varieties in southeastern brazil with EO-1 Hyperion data[J]. Remote Sensing of Environment, 2005, 94(4): 523-534. 被引量:1
  • 9UNGER S G, PEARLMAN J S, MENDERHALL J A, et al. Overview of the earth observing one (EO- 1) mission[J].IEEE Transactions on Geoscience and Remote Sensing, 2003, 41(6): 1149-1159. 被引量:1
  • 10谭炳香,李增元,陈尔学,庞勇.EO-1 Hyperion高光谱数据的预处理[J].遥感信息,2005,27(6):36-41. 被引量:131

二级参考文献26

共引文献139

同被引文献240

引证文献9

二级引证文献80

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部