测绘学报

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基于MODIS数据的ETM+ SLC-OFF影像修复方法研究

朱长明1,2,朱长明1,2,杨辽3,杨辽3,骆剑承3,骆剑承3   

  1. 1. 中国科学院新疆生地所
    2. 中国科学院遥感应用研究所,2101室
    3. 中科院新疆生态研究所遥感与GIS应用重点实验室4003室
  • 收稿日期:2008-08-05 修回日期:2009-06-26 出版日期:2011-12-28 发布日期:2019-01-01
  • 通讯作者: 朱长明

Research on LANDSAT-7 SLC-OFF Image Restoration Method Based on MODIS09 Data

  • Received:2008-08-05 Revised:2009-06-26 Online:2011-12-28 Published:2019-01-01

摘要: Landsat-7上扫描行校正器(SLC)在2003年5月31日发生故障,导致影像产生大约20%丢失,影响正常使用。研究如何修复由于SLC故障而造成的数据坏行,成为国际遥感研究的热点。文章在总结现有的修复方法基础上提出用相同时相的MODIS09数据修复SLC-OFF数据的方法,该方法采用时空自适应反射率融合模型(STARFM)算法实现MODIS09数据和TM/ETM+数据的融合,获得与SLC-OFF数据相同时相和空间分辨率的融合数据,然后采用局部线性直方图匹配完成对SLC-OFF数据填充。实验证明该方法修复效果明显好于传统方法,解决了传统修复方法中存在的一些问题,一定程度上提高了ETM+ SLC-OFF数据的利用率。

Abstract: On May 31, 2003, the SLC (scan lines corrector) on Landsat-7 broke down, which results in about 20% data missing on image and hampers the normal use of data. Study on how to restore SLC-OFF data has became a hot topic in the international remote sensing domain. This paper at the basis of summary up present restoration methods and proposed a new method to restore the SLC-OFF data using the same time MODIS09 data. The steps are as follow: Firstly, using the algorithm of a spatial and temporal adaptive reflectance fusion model (STARFM) to fuse the MODIS09 and TM/ETM data. After fusion, we can obtain the fusion data has the same spatial and temporal resolution with SLC-OFF data. And then, to fill the SLC-OFF gap data with the MODIS and ETM fusion data using local linear histogram match. Experiment indicates that the method is superior to traditional methods and overcomes some defects in traditional repair methods, which can improve the utilization ratio of ETM+ SLC-OFF data to some extent.

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