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基于Sentinel-1A数据的土地利用变化监测

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广东多云雨天气造成光学遥感数据持续获取困难,合成孔径雷达(SAR)能够弥补光学影像缺失导致的土地利用高频次监测更新不及时、存在监测盲区的问题.哨兵一号(Sentinel-1)卫星数据可在欧洲空间局官网免费下载,虽然成本低、获取容易,但变化检测精度低,实际应用困难,本文提出一种综合Sentinel-1A的强度信息、相位信息和外部高程信息的新增房屋识别方法.首先对SAR影像进行预处理得到后向散射系数图,采用对数比值法对多时相影像构造差异图,再使用阈值分割算法提取变化区域.然后利用复数图像和数字高程模型计算相干系数和坡度,进一步剔除坡度较大和相干性较高的伪变化图斑,得到最终的变化图斑.实验结果表明,在差异图的基础上融合坡度和相干性信息,可得到较为可靠的变化检测结果,总体精度提升约18%,对广东开展高频次土地利用遥感监测工作具有重要意义.
Change monitoring of land use based on Sentinel-1A data
Obtaining optical remote sensing data continuously in Guangdong is difficult because of the cloudy and rainy weather,while synthetic aperture radars(SARs)can offer solutions to the problems of delayed updates and blind spots in high-frequency land use monitoring caused by the lack of optical images.Although the public welfare Sentinel-1A satellite data has low cost and is easy to obtain,the accuracy of change monitoring is poor,and practical application is difficult.Therefore,this paper proposed a new building recognition method integrating the intensity and phase information of Sentinel-1A and external elevation information.Firstly,the paper preprocessed the SAR images to obtain backscatter coefficient maps and used the logarithmic ratio method to construct difference maps for multi-temporal images.Then,the paper used the threshold segmentation algorithm to extract the changing regions and calculated the coherence coefficient and slope with complex images and a digital elevation model,so as to eliminate the false-changing polygons with a large slope and high coherence coefficient and obtain the final changing polygon.The experimental result shows that more reliable change monitoring results can be obtained by considering slope and coherence information on the basis of the difference map,with an overall accuracy improvement of about 18%,which is of great significance for the high-frequency land use monitoring by remote sensing in Guangdong.

Sentinel-1 satellitechange monitoringland usebuilding monitoringcoherence coefficient

周桃勇、丘泉

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广东省国土资源测绘院,广东 广州 510500

哨兵一号卫星 变化检测 土地利用 房屋监测 相干性

广东省科技计划

2021B1111610001

2024

北京测绘
北京市测绘设计研究院,北京测绘学会

北京测绘

影响因子:0.55
ISSN:1007-3000
年,卷(期):2024.38(9)