吉林大学学报(地球科学版) ›› 2015, Vol. 45 ›› Issue (5): 1547-1553.doi: 10.13278/j.cnki.jjuese.201505304

• 地球探测与信息技术 • 上一篇    下一篇

基于6S模型的MODIS影像逐像元大气校正及其应用

徐言, 姜琦刚   

  1. 吉林大学地球探测科学与技术学院, 长春 130026
  • 收稿日期:2015-01-17 发布日期:2015-09-26
  • 通讯作者: 姜琦刚(1964),男,教授,博士生导师,主要从事GIS与遥感地学环境的研究,E-mail:jiangqigang_rs@163.com。 E-mail:jiangqigang_rs@163.com
  • 作者简介:徐言(1987),女,博士研究生,主要从事GIS与遥感研究,E-mail:xuyanby@163.com
  • 基金资助:

    中国地质调查局项目(1212010510613)

A Pixel by Pixel Atmospheric Correction Algorithm and Its Application for MODIS Data Based on 6S Model

Xu Yan, Jiang Qigang   

  1. College of GeoExploration Science and Technology, Jilin University, Changchun 130026, China
  • Received:2015-01-17 Published:2015-09-26

摘要:

以获取地物真实反射率为目的,介绍了逐像元大气校正的方法。应用6S模型逐像元综合考虑太阳天顶角、传感器天顶角、相对方位角、大气气溶胶厚度、观测波段以及地表海拔这6个参数,生成查找表,统计分析各参数关于反射率的敏感度;并与以往单一参数校正的方法比较了校正的效果。结果表明,逐像元大气校正算法更加接近地物的真实反射率。利用MODIS地表反射率产品对大气校正的结果进行验证,单一参数、逐像元大气校正的相对误差分别控制在26.9%和12.7%以内;在以植被指数(NDVI)为例的后续遥感定量化反演过程中,逐像元比单一参数大气校正方法计算的NDVI平均高出14.4%。

关键词: 逐像元, 6S, 查找表, 大气校正

Abstract:

In order to obtain the real reflectance of earth objects, we introduced a new method to correct atmospheric parameters pixel by pixel. Considering with the six parameters, including solar zenith angle, sensor zenith angle, azimuth angle, aerosol optical depth, observation band, and surface elevation, we applied the 6S model pixel by pixel to generate a lookup table for analyzing the sensitivity of each parameter to reflectance; and compared the correction results with the ones by the old method using single parameter. The results show that the reflectance by 6S model pixel by pixel is much closer to the true reflectance of objects. By using the MODIS surface reflectance products, we verified the accuracy both of the 6S model pixel by pixel and the single parameter method, and found that their relative errors are 12.7% and 26.9% respectively. Taking vegetation index (NDVI) as an example for the subsequent quantitative remote sensing inversion, the NDVI by 6S pixel by pixel method is 14.4% higher than the single parameter atmospheric correction method.

Key words: pixel by pixel, 6S, lookup table, atmospheric correction

中图分类号: 

  • P407.8

[1] Cairns B, Carlson B E, Ying R X, et al. Atmospheric Correction and Its Application to an Analysis of Hyperion Data[J]. IEEE Transactions on Geoscience & Remote Sense, 2003, 41(6):1232-1245.

[2] 杜鑫,陈雪洋,蒙继华,等. 基于6S模型的环境星CCD数据大气校正[J]. 国土资源遥感, 2010(2):22-25. Du Xin, Chen Xueyang, Meng Jihua, et al. Atmospheric Correction of HJ-1 CCD Data Based on 6S Model[J]. Remote Sensing for Land and Resources, 2010(2):22-25.

[3] Liang S L, Fang H L, Chen M Z, et al. Validating MODIS Land Surface Reflectance and Albedo Products: Methods and Preliminary Results[J]. Remote Sensing of Environment, 2002, 83(1): 149-162.

[4] 程伟,王黎明,田庆久.一种基于阴影像元的光学遥感大气校正方法[J]. 测绘学报,2008,37(4):469-475. Cheng Wei, Wang Liming, Tian Qingjiu. A Method of Atmospheric Correction Based on Shadow-Pixel for Optical Satellite Data[J]. Acta Godaetica et Cartographica Sinica, 2008, 37(4):469-475.

[5] 申茜,张兵,李俊生,等.航天高光谱遥感器CHRIS的水体图像大气校正[J]. 测绘学报,2008,37(4):476-481. Shen Qian, Zhang Bing, Li Junsheng, et al. Atmospheric Correction for Waterbody Images Acquired by Spaceborne Hyperspectral Sensor CHRIS[J]. Acta Geodatetica et Cartographica Sinica, 2008, 37(4): 476-481.

[6] 王钊.6S辐射模型算法解析及在MODIS大气校正中的应用[J]. 陕西气象,2006(5):34-37. Wang Zhao. 6S Radiation Model Parsing Algorithm and Its Application in the MODIS Atmospheric Correction[J]. Journal of Shaanxi Meteorology, 2006(5):34-37.

[7] 李卫国,蒋楠,王纪华.基于薄云雾去除的ETM+影像大气校正[J]. 农业工程学报,2013, 29(增刊1):82-88. Li Weiguo, Jiang Nan, Wang Jihua. Atmospheric Correction for ETM+ Image Based on Thin Cloud Removal[J]. Transactions of the Chinese Society of Agricultural Engineering, 2013, 29(Sup.1): 82-88.

[8] Liang S L. Advanced Remote Sensing[M]. Oxford: Academic Press, 2012: 111-126.

[9] 王明常,王亚楠,陈圣波,等. 多角度高光谱CHRIS/Proba植被模式数据大气校正[J]. 吉林大学学报:地球科学版,2011,41(2):609-614. Wang Mingchang, Wang Yanan,Chen Shengbo, et al. Atmospheric Correction Research on Vegetation Patterns of Multi-Angle Hyperspectral CHRIS/Proba Data[J]. Journal of Jilin University: Earth Science Edition, 2011,41(2):609-614.

[10] 刘其悦,余涛,方莉,等.基于6S模型的HJ-1/CCD影像逐像元大气校正[J]. 黑龙江科技信息,2010(31):11. Liu Qiyue, Yu Tao, Fang Li, et al. Based on the 6S Model HJ-1/CCD Pixel by Pixel Atmospheric Correction[J]. Heilongjiang Science and Technology Information, 2010(31):11.

[11] 亓雪勇,田庆久.光学遥感大气校正研究进展[J]. 国土资源遥感,2005(4):1-6. Qi Xueyong, Tian Qingjiu. The Advances in the Study of Atmospheric Correction for Optical Remote Sensing[J]. Remote Sensing for Land & Resources, 2005(4):1-6.

[12] 阿布都瓦斯提·吾拉木,秦其明,朱黎江.基于6S模型的可见光、近红外遥感数据的大气校正[J]. 北京大学学报:自然科学版,2004,40(4):611-618. Ghulam A, Qin Qiming, Zhu Lijiang, et al. 6S Model Based Atmospheric Correction of Visible and Near-Infrared Data and Sensitivity Analysis[J]. Acta Scientiarum Naturalium Universitatis Pekinensis, 2004, 40(4):611-618.

[13] 徐永明,覃志豪,陈爱军.基于查找表的MODIS逐像元大气校正方法研究[J]. 武汉大学学报:信息科学版,2010,35(8):959-962. Xu Yongming, Qin Zhihao, Chen Aijun, et al. A Pixel-by-Pixel Atmospheric Correction Algorithm for MODIS Data Based on Look-up Table[J]. Geomatics and Information Science of Wuhan University, 2010,35(8):959-962.

[14] 甘文霞,沈焕锋,张良培,等.采用6S模型的多时相MODIS植被指数NDVI归一化方法[J]. 武汉大学学报:信息科学版,2014,39(3):300-304. Gan Wenxia, Shen Huanfeng, Zhang Liangpei, et al. Normalization of Multi-Temporal MODIS NDVI Based on 6S Radiative Transfer Model[J]. Geomatics and Information Science of Wuhan University, 2014,39(3):300-304.

[15] Vermote E F, Tanre D, Deuze J L, et al.The Se-cond Simulation of the Satellite Signal in the Solar Spectrum (6S) User's Guide: Version 3[Z]. [S. l.]: NASA Godard Space Flight Center, 2006:5-16.

[16] 孙源,顾行发,余涛,等.环境星CCD数据大气校正研究[J]. 国土资源遥感,2010(4):6-9. Sun Yuan, Gu Xingfa, Yu Tao, et al. The Environmental Satellite Data Atmospheric Correction Research[J]. Remote Sensing for Land & Resources, 2010(4):6-9.

[17] 郑文武,曾永年.利用MODIS数据和查找表的城区TM影像大气校正[J]. 测绘科学,2012,37(3):23-25. Zheng Wenwu, Zeng Yongnian. An Atmospheric Correction Algorithm for Urban Area TM Data Base on MODIS Data and Look-up Table[J]. Science of Surveying and Mapping, 2012, 37(3):23-25.

[18] 孙长奎,孙林,麻盛芳,等. HJ-1 CCD数据大气校正方法研究[J]. 遥感学报,2012,16(4):826-836. Sun Changkui, Sun Lin, Ma Shengfang, et al. Atmospheric Correction Method Based on HJ-1 CCD Data[J]. Journal of Remote Sensing, 2012, 16(4):826-836.

[19] Franch B, Vermote E F, Sobrino J A, et al. Analysis of Directional Effects on Atmospheric Correction[J]. Remote Sensing of Environment, 2013, 128(1):276-288.

[1] 王明常,牛雪峰,陈圣波,王亚楠,汪自军. 基于DART模型的PROBA/CHRIS数据叶面积指数反演[J]. 吉林大学学报(地球科学版), 2013, 43(3): 1033-1039.
[2] 王明常, 王亚楠, 陈圣波, 路鹏, 陶玉龙, 徐连举. 多角度高光谱CHRISProba植被模式数据大气校正[J]. J4, 2011, 41(2): 609-614.
[3] 刘娜, 毕海涛, 任何军, 姬克宁, 郑松志. 阿特拉津低温降解菌的筛选及降解机理研究[J]. J4, 2009, 39(5): 893-898.
[4] 孟治国,陈圣波,刘财,杜晓娟,吕航. 非均匀月壤介质的被动微波辐射传输模拟[J]. J4, 2008, 38(6): 1070-1074.
[5] 林山杉,金玉花,付丽丽,全成实. 砾间接触氧化反应器中填料表面细菌多样性及其主要功能[J]. J4, 2007, 37(2): 361-366.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!