
测绘学报 ›› 2017, Vol. 46 ›› Issue (4): 468-477.doi: 10.11947/j.AGCS.2017.20160304
田玉刚, 徐韵, 杨晓楠
收稿日期:2016-07-15
修回日期:2017-02-13
出版日期:2017-04-20
发布日期:2017-05-05
作者简介:田玉刚(1977-),男,副教授,研究方向为遥感信息提取及应用。
基金资助:TIAN Yugang, XU Yun, YANG Xiaonan
Received:2016-07-15
Revised:2017-02-13
Online:2017-04-20
Published:2017-05-05
摘要: 针对中低分辨率影像中不透水层的异质性及其与裸土光谱的易混性两类问题,选用蓝、近红外波段进行线性组合,构建了一种新的不透水层提取指数——垂直不透水层指数(PⅡ)。该指数考虑了不透水层和其他地物在光谱空间的差异与不透水层的内部异质性,并以“不透水层线”与“土壤线”夹角的角平分线作为PⅡ的参照线,实现了自适应的不透水层提取。本文将PⅡ指数应用于武汉和北京不同场景中,并对比归一化建筑物指数(NDBI)、比值居民地指数(RRI)以及生物物理组份指数(BCI)的提取结果。试验表明:①在裸土较少、地形平坦的武汉市区域和裸土较多、地形起伏的北京市区域,PⅡ指数均能有效减弱裸土的混淆影响,不透水层提取精度分别达到96.05%和96.76%,优于其他3种指数;②PⅡ指数不仅增强了不透水层与其他地物的可区分性,还保持了不透水层类内的相似性,在城市不同场景中的不透水层提取精度均能达到90%以上。由于PⅡ指数是一种线性组合形式的指数,能够根据研究区的地物光谱自适应调整指数的方程系数,从而能适用于不同研究区,在裸地较多的地区优势尤为明显。
中图分类号:
田玉刚, 徐韵, 杨晓楠. 一种提取城市多种不透水层的垂直不透水层指数[J]. 测绘学报, 2017, 46(4): 468-477.
TIAN Yugang, XU Yun, YANG Xiaonan. Perpendicular Impervious Index for Remote Sensing of Multiple Impervious Surface Extraction in Cities[J]. Acta Geodaetica et Cartographica Sinica, 2017, 46(4): 468-477.
| [1] ZHANG Zengxiang, WANG Xiao, ZHAO Xiaoli, et al. A 2010 Update of National Land Use/Cover Database of China at 1∶100 000 Scale Using Medium Spatial Resolution Satellite Images[J]. Remote Sensing of Environment, 2014, 149: 142-154. [2] ZHOU Decheng, ZHAO Shuqing, LIU Shugang, et al. Surface Urban Heat Island in China's 32 Major Cities: Spatial Patterns and Drivers[J]. Remote Sensing of Environment, 2014, 152: 51-61. [3] WENG Qihao. Remote Sensing of Impervious Surfaces in the Urban Areas: Requirements, Methods, and Trends[J]. Remote Sensing of Environment, 2012, 117: 34-49. [4] MASEK J G, LINDSAY F E, GOWARD S N. Dynamics of Urban Growth in the Washington DC Metropolitan Area, 1973—1996, from Landsat Observations[J]. International Journal of Remote Sensing, 2000, 21(18): 3473-3486. [5] DENG Chengbin, WU Changshan. A Spatially Adaptive Spectral Mixture Analysis for Mapping Subpixel Urban Impervious Surface Distribution[J]. Remote Sensing of Environment, 2013, 133: 62-70. [6] WU Changshan, MURRAY A T. Estimating Impervious Surface Distribution by Spectral Mixture Analysis[J]. Remote Sensing of Environment, 2003, 84(4): 493-505. [7] SMALL C, LU J W T. Estimation and Vicarious Validation of Urban Vegetation Abundance by Spectral Mixture Analysis[J]. Remote Sensing of Environment, 2006, 100(4): 441-456. [8] ZHA Y, GAO J, NI S. Use of Normalized Difference Built-up Index in Automatically Mapping Urban Areas from TM Imagery[J]. International Journal of Remote Sensing, 2003, 24(3): 583-594. [9] DENG Chengbin, WU Changshan. BCI: A Biophysical Composition Index for Remote Sensing of Urban Environments[J]. Remote Sensing of Environment, 2012, 127: 247-259. [10] 徐涵秋. 一种快速提取不透水面的新型遥感指数[J]. 武汉大学学报(信息科学版), 2008, 33(11): 1150-1153. XU Hanqiu. A New Remote Sensing Index for Fastly Extracting Impervious Surface Information[J]. Geomatics and Information Science of Wuhan University, 2008, 33(11): 1150-1153. [11] 胡荣明, 黄小兵, 黄远程. 增强形态学建筑物指数应用于高分辨率遥感影像中建筑物提取[J]. 测绘学报, 2014, 43(5): 514-520. HU Rongming, HUANG Xiaobing, HUANG Yuancheng. An Enhanced Morphological Building Index for Building Extraction from High-resolution Images[J]. Acta Geodaetica et Cartographica Sinica, 2014, 43(5): 514-520. [12] 徐涵秋, 杜丽萍. 遥感建筑用地信息的快速提取[J]. 地球信息科学学报, 2010, 12(4): 574-579. XU Hanqiu, DU Liping. Fast Extraction of Built-up Land Information from Remote Sensing Imagery[J]. Journal of Geo-information Science, 2010, 12(4): 574-579. [13] HE Chunyang, SHI Peijun, XIE Dingyong, et al. Improving the Normalized Difference Built-up Index to Map Urban Built-up Areas Using a Semiautomatic Segmentation Approach[J]. Remote Sensing Letters, 2010, 1(4): 213-221. [14] BHATTI S S, TRIPATHI N K. Built-up Area Extraction Using Landsat-8 OLI Imagery[J]. GIScience & Remote Sensing, 2014, 51(4): 445-467. [15] 吴宏安, 蒋建军, 张海龙, 等. 比值居民地指数在城镇信息提取中的应用[J]. 南京师大学报(自然科学版), 2006, 29(3): 118-121. WU Hong'an, JIANG Jianjun, ZHANG Hailong, et al. Application of Ratio Resident-area Index to Retrieve Urban Residential Areas Based on Landsat TM Data[J]. Journal of Nanjing Normal University (Natural Science), 2006, 29(3): 118-121. [16] HORNE J H. A Tasseled Cap Transformation for IKONOS Images[C]//ASPRS Annual Conference Proceedings. Alaska: [s.n.], 2003. [17] 徐涵秋. 城市不透水面与相关城市生态要素关系的定量分析[J]. 生态学报, 2009, 29(5): 2456-2462. XU Hanqiu. Quantitative Analysis on the Relationship of Urban Impervious Surface with other Components of the Urban Ecosystem[J]. Acta Ecologica Sinica, 2009, 29(5): 2456-2462. [18] ZHANG Xiuyuan, DU Shihong. A Linear Dirichlet Mixture Model for Decomposing Scenes: Application to Analyzing Urban Functional Zonings[J]. Remote Sensing of Environment, 2015, 169: 37-49. [19] 吴炜, 骆剑承, 沈占锋, 等. 光谱和形状特征相结合的高分辨率遥感图像的建筑物提取方法[J]. 武汉大学学报(信息科学版), 2012, 37(7): 800-805. WU Wei, LUO Jiancheng, SHEN Zhanfeng, et al. Building Extraction from High Resolution Remote Sensing Imagery Based on Spatial-Spectral Method[J]. Geomatics and Information Science of Wuhan University, 2012, 37(7): 800-805. [20] 谭衢霖. 高分辨率多光谱影像城区建筑物提取研究[J]. 测绘学报, 2010, 39(6): 618-623. TAN Qulin. Urban Building Extraction from VHR Multi-spectral Images Using Object-based Classification[J]. Acta Geodaetica et Cartographica Sinica, 2010, 39(6): 618-623. [21] FELDE G W, ANDERSON G P, COOLEY T W, et al. Analysis of Hyperion Data with the FLAASH Atmospheric Correction Algorithm[C]//Proceedings of 2003 IEEE International Geoscience and Remote Sensing Symposium. Toulouse, France: IEEE, 2003: 90-92. [22] 匡文慧, 张树文, 张养贞. 基于遥感影像的长春城市用地建筑面积估算[J]. 重庆建筑大学学报, 2007, 29(1): 18-21. KUANG Wenhui, ZHANG Shuwen, ZHANG Yangzhen. Research on Estimating Urban Land Use Floor Area in Changchun Based on High-resolution Satellite Images[J]. Journal of Chongqing Jianzhu University, 2007, 29(1): 18-21. [23] 徐涵秋. 利用改进的归一化差异水体指数(MNDWI)提取水体信息的研究[J]. 遥感学报, 2005, 9(5): 589-595. XU Hanqiu. A Study on Information Extraction of Water Body with the Modified Normalized Difference Water Index (MNDWI)[J]. Journal of Remote Sensing, 2005, 9(5): 589-595. [24] JACKSON R D, HUETE A R. Interpreting Vegetation Indices[J]. Preventive Veterinary Medicine, 1991, 11(3-4): 185-200. [25] RICHARDSON A J, WEIGAND C L. Distinguishing Vegetation from Soil Background Information[J]. Photogrammetric Engineering and Remote Sensing, 1977, 43(12): 1541-1552. [26] HUETE A R. A Soil-adjusted Vegetation Index (SAVI)[J]. Remote Sensing of Environment, 1988, 25(3): 295-309. [27] 徐丹丹, 李文龙, 王迅, 等. 垂直植被指数的计算和精度分析[J]. 兰州大学学报(自然科学版), 2010, 46(5): 102-106. XU Dandan, LI Wenlong, WANG Xun, et al. Calculation of Perpendicular Vegetation Index and Accuracy[J]. Journal of Lanzhou University (Natural Sciences), 2010, 46(5): 102-106. [28] DARE P M. Shadow Analysis in High-resolution Satellite Imagery of Urban Areas[J]. Photogrammetric Engineering & Remote Sensing, 2005, 71(2): 169-178. [29] HANLEY J A, MCNEIL B J. The Meaning and Use of the Area under a Receiver Operating Characteristic (ROC) Curve[J]. Radiology, 1982, 143(1): 29-36. |
| [1] | 祝程程, 李真, 郭金运, 周茂盛, 李婉秋. 基于限定区域的纬度做差法解算宽刈幅测高数据交叉点位置[J]. 测绘学报, 2026, 55(4): 673-683. |
| [2] | 杨小磊, 肖云, 杨丽清, 洪晓东, 郭恩泽, 王翰. 时变重力场反演的改进基线法[J]. 测绘学报, 2026, 55(4): 708-720. |
| [3] | 李洋, 黄海军, 刘素兰, 吴晓辉, 刘琦, 庞琪沛, 吴云龙. 鄱阳湖流域未来百年陆地水储量异常预测及干旱风险评估:基于CMIP6驱动的Transformer-GRU模型[J]. 测绘学报, 2026, 55(4): 721-738. |
| [4] | 杨先圣. 高可用可见光智能定位技术研究[J]. 测绘学报, 2026, 55(4): 753-753. |
| [5] | 耿继军. 基于智能手机多传感器融合的行人室内外定位研究[J]. 测绘学报, 2026, 55(4): 754-754. |
| [6] | 马宏阳. 对流层模型增强的PPP-AR理论方法及在机载导航中的应用研究[J]. 测绘学报, 2026, 55(4): 756-756. |
| [7] | 刘航. 联合地基GNSS和星载GNSS-R的低纬电离层闪烁监测及预报方法研究[J]. 测绘学报, 2026, 55(4): 758-758. |
| [8] | 刘海锋. 基于GNSS无线电掩星的电离层突发E层时空分布研究[J]. 测绘学报, 2026, 55(4): 759-759. |
| [9] | 王家耀, 陈琳, 程士源, 王利军, 熊思奇. 人工智能赋能地图科学数智化[J]. 测绘学报, 2026, 55(3): 381-389. |
| [10] | 吴汤婷, 罗馨语, 卢立果, 刘站科, 超能芳. 基于GNSS和GRACE/GRACE-FO的陕甘宁地区水资源与水文干旱特征时空变化评价[J]. 测绘学报, 2026, 55(3): 439-450. |
| [11] | 马中民, 张双成, 周昕, 刘奇, 刘宁, 王恒利. 顾及地表反射率不确定性的风云三号GNSS-R洪涝监测方法:以8·2广东极端暴雨灾害为例[J]. 测绘学报, 2026, 55(3): 451-464. |
| [12] | 周瑞, 朱锋, 张小红. 基于先验位姿与运动编排的相机惯导外参标定方法[J]. 测绘学报, 2026, 55(3): 465-476. |
| [13] | 刘婧璇, 刘学习, 张克非, 杨超, 吴素芹, 朱守庆, 郭福东. 基于LSTM模型与加权最小二乘组合的日长变化预测方法[J]. 测绘学报, 2026, 55(3): 477-489. |
| [14] | 侯文韬, 肖云, 曹杰, 王宇康, 曹春婷, 王翰. 基于特征加权CatBoost模型的重力卫星反演地下水储量变化降尺度方法[J]. 测绘学报, 2026, 55(3): 490-501. |
| [15] | 徐磊. GNSS区域电离层精细化建模理论与方法研究[J]. 测绘学报, 2026, 55(3): 565-565. |
| 阅读次数 | ||||||
|
全文 |
|
|||||
|
摘要 |
|
|||||