| 基于夜间灯光数据的南京城镇用地提取 |
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| 引用本文： | 高亚红,顾羊羊,乔旭宁,宋雪桦,叶润武,孙旭.基于夜间灯光数据的南京城镇用地提取[J].测绘科学,2017,42(6). |
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| 作者姓名： | 高亚红 顾羊羊 乔旭宁 宋雪桦 叶润武 孙旭 |
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| 作者单位： | 1. 江苏大学计算机科学与通信工程学院,江苏镇江212013;河南理工大学测绘与国土信息工程学院,河南焦作454003;2. 河南理工大学测绘与国土信息工程学院,河南焦作,454003;3. 江苏大学计算机科学与通信工程学院,江苏镇江,212013 |
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| 基金项目： | 国家自然科学基金项目，国家社会科学基金项目，河南省高校科技创新人才支持计划项目，河南省青年骨干教师计划项目，河南省软科学研究计划项目 |
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| 摘 要： | 针对多时相夜间灯光影像无法直接对比的问题,该文提出了一种基于不变目标进行不同年份不同卫星夜间灯光数据的校正方法。在系统校正多时相夜间灯光数据的基础上,应用支持向量机分类算法提取城镇用地信息,并分析1992—2013年南京城镇扩张动态变化规律。结果表明:该数据校正方法可以有效减少年际夜间灯光影像之间的异常差异,提高不同年份数据间的连续性和可比较性;支持向量机分类算法提取的4个样区城镇用地信息总体精度和Kappa系数平均值分别为88.35%和0.56,能够准确反映区域城镇发展的实际情况;1992—2013年南京城镇经历先缓慢后快速的扩张过程,主城区在1992年城镇基础上往四周扩张,并沿长江及南北交通走廊发展。
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| 关 键 词： | 支持向量机 夜间灯光数据 城镇提取 不变目标法 南京市 |
Study on extracting urban area in Nanjing based on DMSP/OLS nighttime light data |
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| GAO Yahong,GU Yangyang,QIAO Xuning,SONG Xuehua,YE Runwu,SUN Xu.Study on extracting urban area in Nanjing based on DMSP/OLS nighttime light data[J].Science of Surveying and Mapping,2017,42(6). |
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| Authors: | GAO Yahong GU Yangyang QIAO Xuning SONG Xuehua YE Runwu SUN Xu |
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| Abstract: | The multi-temporal nighttime stable light data cannot compare directly.In this paper,the invariant region method was used to correct multi-year and multi-satellite nighttime stable lights data.On the basis of multi-temporal nighttime lights images correction systematical,making use of SVM classification algorithm to rapidly extract urban information and analyzing the dynamics of urban expansion of Nanjing from 1992 to 2013.The results revealed that the proposed method effectively reduced abnormal discrepancy within the nighttime stable light data and improved continuity and comparability.Urban information of four sample region was extracted by SVM classification algorithm with an average overall accuracy of 88.35％ and an average Kappa of 0.56.Urban information extracted by SVM classification algorithm could reflect regional urban development accurately.In the process of urban expansion of Nanjing from 1992 to 2013,it's experienced from slow to quick.A basic tendency is that the urban areas expand around its original settlement in 1992,and expand along the Yangtze River and transportation corridor development. |
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| Keywords: | SVM nighttime light data urban extraction invariant region method Nanjing city |
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