Unsupervised Rapid Flood Mapping Using Sentinel-1 GRD SAR Images

被引:161
作者
Amitrano, Donato [1 ]
Di Martino, Gerardo [1 ]
Iodice, Antonio [1 ]
Riccio, Daniele [1 ]
Ruello, Giuseppe [1 ]
机构
[1] Univ Napoli Federico II, Dept Elect Engn & Informat Technol, I-80125 Naples, Italy
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2018年 / 56卷 / 06期
关键词
Classification; co-occurrence texture; flooding; fuzzy systems; synthetic aperture radar (SAR); WATER INDEX NDWI; SEMIARID REGIONS; RESERVOIRS; SYSTEM; EXTENT;
D O I
10.1109/TGRS.2018.2797536
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
We present a new methodology for rapid flood mapping exploiting Sentinel-1 synthetic aperture radar data. In particular, we propose the usage of ground range detected (GRD) images, i.e., preprocessed products made available by the European Space Agency, which can be quickly treated for information extraction through simple and poorly demanding algorithms. The proposed framework is based on two processing levels providing event maps with increasing resolution. The first level exploits classic co-occurrence texture measures combined with amplitude information in a fuzzy classification system avoiding the critical step of thresholding. The second level consists of a change-detection approach applied to the full resolution GRD product. The discussion is supported by several experiments demonstrating the potentiality of the proposed methodology, which is particularly oriented toward the end-user community.
引用
收藏
页码:3290 / 3299
页数:10
相关论文
共 49 条
[1]   Small Reservoirs Extraction in Semiarid Regions Using Multitemporal Synthetic Aperture Radar Images [J].
Amitrano, Donato ;
Di Martino, Gerardo ;
Iodice, Antonio ;
Riccio, Daniele ;
Ruello, Giuseppe .
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2017, 10 (08) :3482-3492
[2]   Multitemporal Level-1β Products: Definitions, Interpretation, and Applications [J].
Amitrano, Donato ;
Cecinati, Francesca ;
Di Martino, Gerardo ;
Iodice, Antonio ;
Mathieu, Pierre-Philippe ;
Riccio, Daniele ;
Ruello, Giuseppe .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2016, 54 (11) :6545-6562
[3]   Urban Areas Enhancement in Multitemporal SAR RGB Images Using Adaptive Coherence Window and Texture Information [J].
Amitrano, Donato ;
Belfiore, Veronica ;
Cecinati, Francesca ;
Di Martino, Gerardo ;
Iodice, Antonio ;
Mathieu, Pierre-Philippe ;
Medagli, Stefano ;
Poreh, Davod ;
Riccio, Daniele ;
Ruello, Giuseppe .
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2016, 9 (08) :3740-3752
[4]   Modeling Watershed Response in Semiarid Regions With High-Resolution Synthetic Aperture Radars [J].
Amitrano, Donato ;
Ciervo, Fabio ;
Di Martino, Gerardo ;
Papa, Maria Nicolina ;
Iodice, Antonio ;
Koussoube, Youssouf ;
Mitidieri, Francesco ;
Riccio, Daniele ;
Ruello, Giuseppe .
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2014, 7 (07) :2732-2745
[5]   A New Framework for SAR Multitemporal Data RGB Representation: Rationale and Products [J].
Amitrano, Donato ;
Di Martino, Gerardo ;
Iodice, Antonio ;
Riccio, Daniele ;
Ruello, Giuseppe .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2015, 53 (01) :117-133
[6]  
[Anonymous], 2006, REMOTE SENSING DIGIT
[7]  
[Anonymous], 2002, COMPUTER VISION
[8]   A Prototype System for Flood Monitoring Based on Flood Forecast Combined With COSMO-SkyMed and Sentinel-1 Data [J].
Boni, Giorgio ;
Ferraris, Luca ;
Pulvirenti, Luca ;
Squicciarino, Giuseppe ;
Pierdicca, Nazzareno ;
Candela, Laura ;
Pisani, Anna Rita ;
Zoffoli, Simona ;
Onori, Roberta ;
Proietti, Chiara ;
Pagliara, Paola .
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2016, 9 (06) :2794-2805
[9]   A split-based approach to unsupervised change detection in large-size multitemporal images: Application to tsunami-damage assessment [J].
Bovolo, Francesca ;
Bruzzone, Lorenzo .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2007, 45 (06) :1658-1670
[10]   Rapid mapping with remote sensing data during flooding 2005 in Switzerland by object-based methods: a case study [J].
Buehler, Y. A. ;
Kellenberger, T. W. ;
Small, D. ;
Itten, K. I. .
GEO-ENVIRONMENT AND LANDSCAPE EVOLUTION II: EVOLUTION, MONITORING, SIMULATION, MANAGEMENT AND REMEDIATION OF THE GEOLOGICAL ENVIRONMENT AND LANDSCAPE, 2006, 89 :391-+