SPOT-6/7多光谱成像的地形效应校正:不同数字高程模型的比较

IF 0.7 Q4 GEOGRAPHY, PHYSICAL Geographia Technica Pub Date : 2021-09-22 DOI:10.21163/gt_2021.163.13
Z. Zylshal, A. A. Bayanuddin, Ferman Setia Nugroho, S. Munawar
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引用次数: 3

摘要

地形对卫星图像的影响早已得到承认,并提出了几种方法来解决这一问题。这些方法大多采用数字高程模型来识别地形条件。不同空间分辨率的各种数字高程模型(dem)的可用性促使我们进行深入的研究,以选择合适的数据用于校正高分辨率卫星图像的地形效应。8米空间分辨率的国家数字高程模型(DEMNAS)的发布提供了与SPOT-6/7多光谱数据(6米)相似的空间分辨率。本研究展示了我们使用三种不同的dem对正校正的SPOT-6/7多光谱数据进行地形校正的结果。这些dem是航天飞机雷达地形任务(SRTM)和ALOS世界3D30米(AW3D30),以及DEMNAS。所有三个dem重新采样以匹配SPOT-6/7空间分辨率(6米)。利用MODTRAN-4算法对SPOT-6/7多光谱影像进行大气校正。我们的研究是在印度尼西亚南苏拉威西省山区的两个试验点进行的。选择Minnaert校正算法,对森林土地覆盖的每个波段计算k常数。为了评价每个DEM的性能,采用了视觉评价和统计评价。比较了地形校正前后在阳光下和树荫下的像元值。采用变异系数(CV)作为统计评价工具。我们的研究结果表明,AW3D30能够降低SPOT-6/7多光谱图像的地形效应。近红外波段表现最好的图像表面反射率值与局部照度的相关系数(r)从0.78降至- 0.06。在相同的近红外波段,CV也从24.46降低到19.02。AW3D30表现最好,没有其他两个dem产生的明显的不足和过度校正。调整和修改是必要的,以解决在使用SRTM时遇到的校正不足,以及在SPOT-6/7多光谱图像上使用DEMNAS时遇到的过度校正。
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CORRECTING THE TOPOGRAPHIC EFFECT ON SPOT-6/ 7 MULTISPECTRAL IMAGERIES: A COMPARISON OF DIFFERENT DIGITAL ELEVATION MODELS
: The topographic effect on satellite imagery has long been acknowledged and several methods have been proposed to address it. These methods mostly employ a digital elevation model to identify topographic conditions. The availability of various digital elevation models (DEMs) with different spatial resolutions prompts a thorough investigation to select suitable data for use when correcting the topographic effect on high-resolution satellite imagery. The release of Digital Elevation Model Nasional (DEMNAS) with its 8-meter spatial resolution provides a similar spatial resolution with SPOT-6/7 multispectral data (6 meters). This study presents our results for topographic correction performed using three different DEMs on orthorectified SPOT-6/7 multispectral data. These DEMs are Shuttle Radar Topography Mission (SRTM) and ALOS World 3D 30 meters (AW3D30), as well as DEMNAS. All three DEMs were resampled to match SPOT-6/7 spatial resolution (6 meters). Atmospheric correction using the MODTRAN-4 algorithm was conducted on the SPOT-6/7 multispectral images. Our study was conducted on two test sites located in the mountainous region over South Sulawesi Province, Indonesia. The Minnaert correction was chosen as the correction algorithm with the k constant calculated for each band over forest land cover. To evaluate the performance of each DEM, visual evaluation and statistical assessment were employed. Pixel values before and after topographic correction were compared over sunlit as well as shaded forest. Coefficient of variation (CV) was used as the statistical assessment tool. Our results show that AW3D30 is able to reduce the topographic effect on SPOT-6/7 multispectral images. The correlation ( r ) between image surface reflectance value and local illumination were reduced from 0.78 to - 0.06 for the best performer on the NIR infrared band. CV was also reduced from 24.46 to 19.02 for the same NIR band. AW3D30 performed the best without the apparent under- and over-correction produced by the two other DEMs. Tweaks and modifications are found to be necessary to resolve the under-correction encountered when using SRTM and the over-correction associated with using DEMNAS on SPOT-6/7 multispectral imagery.
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来源期刊
Geographia Technica
Geographia Technica GEOGRAPHY, PHYSICAL-
CiteScore
2.30
自引率
14.30%
发文量
34
期刊介绍: Geographia Technica is a journal devoted to the publication of all papers on all aspects of the use of technical and quantitative methods in geographical research. It aims at presenting its readers with the latest developments in G.I.S technology, mathematical methods applicable to any field of geography, territorial micro-scalar and laboratory experiments, and the latest developments induced by the measurement techniques to the geographical research. Geographia Technica is dedicated to all those who understand that nowadays every field of geography can only be described by specific numerical values, variables both oftime and space which require the sort of numerical analysis only possible with the aid of technical and quantitative methods offered by powerful computers and dedicated software. Our understanding of Geographia Technica expands the concept of technical methods applied to geography to its broadest sense and for that, papers of different interests such as: G.l.S, Spatial Analysis, Remote Sensing, Cartography or Geostatistics as well as papers which, by promoting the above mentioned directions bring a technical approach in the fields of hydrology, climatology, geomorphology, human geography territorial planning are more than welcomed provided they are of sufficient wide interest and relevance.
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