elib
DLR-Header
DLR-Logo -> http://www.dlr.de
DLR Portal Home | Imprint | Privacy Policy | Contact | Deutsch
Fontsize: [-] Text [+]

Generation of a New Global Water Bodies Layer from TanDEM-X Data

Valdo, Paolo and Sica, Francescopaolo and Rizzoli, Paola and Martone, Michele and Bueso Bello, Jose Luis and Gonzalez, Carolina (2019) Generation of a New Global Water Bodies Layer from TanDEM-X Data. ESA Living Planet Symposium, 2019-05-13 - 2019-05-17, Milan, Italy.

[img] PDF
886kB

Abstract

In this paper we propose a new method for extracting water bodies from TanDEM-X bistatic SAR images, aimed at generating a new global water bodies layer. A reliable detection of water bodies from SAR Remote Sensing images is useful for many scientific purposes, such as water extent monitoring, flood monitoring, digital elevation models editing, flow modeling, runoff estimation, coastal and shoreline monitoring, and agriculture sustainability assessment. SAR images can provide reliable information on all-weather and all-day conditions and the global coverage of TanDEM-X represents a high valuable data set for the generation of large-scale geomaps. The iterative algorithm that we developed is based upon the segmentation algorithm called “Watershed”, taking as input the interferometric coherence derived from a single bistatic TanDEM-X acquisition. The “Watershed” algorithm begins from an arbitrary group of well-known seeds called “markers”, and from these seeds it iteratively segments the entire image into different connected and homogeneous group of pixels. In order to successfully exploit such an algorithm, the choice of the “markers” is crucial; this operation has been performed through an ad-hoc training process of the input data. The algorithm allows for the preservation of water bodies borders even if they have complex shapes, leading to the generation of highly precise water masks. Then, once a fully segmented image has been returned, the analysis continues with different refinement steps in order to mitigate the effects of geometric distortions, such as Shadow and Layover, caused by the side-looking nature of the SAR system, and with a threshold-based final classification. In the final paper we will present an analysis of the algorithm’s performance using full-resolution bistatic TanDEM-X data acquired over Pennsylvania, USA, and over the Berchtesgaden Alps, Germany, together with the first results from a global processing of TanDEM-X quicklook data, at 50 meters resolution, for the generation of a new global water bodies binary layer.

Item URL in elib:https://elib.dlr.de/127181/
Document Type:Conference or Workshop Item (Poster)
Title:Generation of a New Global Water Bodies Layer from TanDEM-X Data
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Valdo, PaoloPaolo.Valdo (at) dlr.dehttps://orcid.org/0000-0003-0641-5808
Sica, FrancescopaoloFrancescopaolo.Sica (at) dlr.dehttps://orcid.org/0000-0003-1593-1492
Rizzoli, PaolaPaola.Rizzoli (at) dlr.dehttps://orcid.org/0000-0001-9118-2732
Martone, MicheleMichele.Martone (at) dlr.dehttps://orcid.org/0000-0002-4601-6599
Bueso Bello, Jose LuisJose-Luis.Bueso-Bello (at) dlr.dehttps://orcid.org/0000-0003-3464-2186
Gonzalez, Carolinacarolina.gonzalez (at) dlr.dehttps://orcid.org/0000-0002-9340-1887
Date:16 May 2019
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Status:Published
Keywords:Water, TanDEM-X, Global
Event Title:ESA Living Planet Symposium
Event Location:Milan, Italy
Event Type:international Conference
Event Dates:2019-05-13 - 2019-05-17
Organizer:ESA - European Space Agency
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Space
HGF - Program Themes:Earth Observation
DLR - Research area:Raumfahrt
DLR - Program:R EO - Erdbeobachtung
DLR - Research theme (Project):R - Projekt TanDEM-X
Location: Oberpfaffenhofen
Institutes and Institutions:Microwaves and Radar Institute > Spaceborne SAR Systems
Deposited By: Valdo, Paolo
Deposited On:23 Apr 2019 14:23
Last Modified:15 Jan 2020 11:19

Repository Staff Only: item control page

Browse
Search
Help & Contact
Information
electronic library is running on EPrints 3.3.12
Copyright © 2008-2017 German Aerospace Center (DLR). All rights reserved.