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基于夜间灯光数据的城市建成区提取方法评价与应用 被引量:137

Methods for Deriving Urban Built-up Area Using Night-light Data:Assessment and Application
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摘要 DMSP/OLS夜间灯光数据已被广泛应用于城市建成区的提取。目前主要存在4类提取方法:经验阈值法、突变检测法、统计数据法和较高分辨率影像数据空间比较法。以上海为例,在2000年、2003年、2006年夜间灯光数据的基础上,利用4种方法完成了城市建成区的提取。通过对不同年份数据提取结果的比较,证明了相同的灰度分割阈值对不同年份的夜间灯光数据中不存在通用性;在对2003年夜间灯光数据的提取中,4类方法所得结果精确度从高到低依次为统计数据法、突变检测法、经验阈值法和较高分辨率影像数据空间比较法,相对误差分别为1.3%、2.1%、5.1%和11.2%,在对4种方法的便捷性和可实现性进行分析与评价后,使用突变检测法完成了上海市2000-2006年城市建成区的提取。 Night-light data from the Defense Meteorological Satellite Program(DMSP) Operational Linescan System(OLS) has been widely utilized to derive the urban built-up areas.Four major methods,including Empirical Thresholding,Sudden Change Detection,Statistics-assisted Thresholding,and TM-assisted Thresholding,have been proposed to determine the threshold value for separating the illuminated urban areas from the dark background of rural areas in DMSP/OLS night-light images.This paper makes a comprehensive assessment of those methods through a case study of Shanghai,China.The methods are implemented to extract the urban built-up area for Shanghai using DMSP/OLS stable light data acquired in 2003.Then,the same threshold values obtained from 2003 DMSP/OLS night-light data are applied respectively to the 2000 and 2006 DMSP/OLS data,resulting in a significant error in urban built-up area detection.This analysis result suggests that the threshold value determined for a specific year cannot be extended and transferred to other years.The failure in temporal extensibility of threshold value means that an appropriate threshold value has to be determined for every year when a time series of DMSP/OLS nigh-light data need to be processed.Therefore,the method that determines threshold value independent of reference data is more suitable for processing time series DMSP/OLS data.The Sudden Change Detection method does not require ancillary reference data and is the best choice of those methods considering the convenience,accuracy,and automated data processing,and it is then adopted to derive the urban built-up areas of Shanghai from 2000 to 2006.
出处 《遥感技术与应用》 CSCD 北大核心 2011年第2期169-176,共8页 Remote Sensing Technology and Application
基金 国家973计划项目(2010CB951603) 中央高校基本科研业务费专项基金
关键词 夜间灯光数据 DMSP/OLS 城市建成区 阈值分割 上海 Night-light data DMSP/OLS Urban built-up area Threshold segmentation Shanghai
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