Joint multitemporal SAR and optical mapping of urban changes

IF 1.4 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC International Journal of Microwave and Wireless Technologies Pub Date : 2024-03-22 DOI:10.1017/s175907872400031x
David Marzi, Erith Munoz Rios, Antonietta Sorriso, Fabio Dell’Acqua, Paolo Gamba
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Abstract

This paper presents a methodology designed to leverage multitemporal sequences of synthetic aperture radar (SAR) and multispectral data and automatically extract urban changes. The approach compares results using different radar and optical sensors, describing the advantages and drawbacks of using SAR data from the COnstellation of small Satellites for the Mediterranean basin Observation (COSMO)/SkyMed, SAtélite Argentino de Observación COn Microondas (SAOCOM), and Sentinel-1 constellations, as well as nighttime light data or Sentinel-2 images. Multiple indexes obtained from multispectral data are compared, too, and results obtained by an unsupervised clustering procedure are analyzed. The results show that using different datasets it is possible to obtain consistent results about different types of changes in urban areas (e.g., demolition, development, and densification) with different levels of spatial details.

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多时合成孔径雷达和光学联合绘制城市变化图
本文介绍了一种旨在利用合成孔径雷达(SAR)和多光谱数据的多时序列并自动提取城市变化的方法。该方法比较了使用不同雷达和光学传感器的结果,介绍了使用来自地中海盆地观测小型卫星星座(COSMO)/SkyMed、阿根廷微地观测卫星星座(SAOCOM)和哨兵-1 星座的合成孔径雷达数据以及夜间光线数据或哨兵-2 图像的优缺点。此外,还对从多光谱数据中获得的多种指数进行了比较,并对无监督聚类程序获得的结果进行了分析。结果表明,利用不同的数据集,可以获得关于城市地区不同类型变化(如拆迁、开发和密集化)的一致结果,并具有不同程度的空间细节。
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来源期刊
International Journal of Microwave and Wireless Technologies
International Journal of Microwave and Wireless Technologies ENGINEERING, ELECTRICAL & ELECTRONIC-TELECOMMUNICATIONS
CiteScore
3.50
自引率
7.10%
发文量
130
审稿时长
6-12 weeks
期刊介绍: The prime objective of the International Journal of Microwave and Wireless Technologies is to enhance the communication between microwave engineers throughout the world. It is therefore interdisciplinary and application oriented, providing a platform for the microwave industry. Coverage includes: applied electromagnetic field theory (antennas, transmission lines and waveguides), components (passive structures and semiconductor device technologies), analogue and mixed-signal circuits, systems, optical-microwave interactions, electromagnetic compatibility, industrial applications, biological effects and medical applications.
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