Monitoring Lakes Surface Water Velocity with SAR: A Feasibility Study on Lake Garda, Italy

The SAR Doppler frequencies are directly related to the motion of the scatterers in the illuminated area and have already been used in marine applications to monitor moving water surfaces. Here we investigate the possibility of retrieving surface water velocity from SAR Doppler analysis in medium-si...

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Main Authors: Marina Amadori, Virginia Zamparelli, Giacomo De Carolis, Gianfranco Fornaro, Marco Toffolon, Mariano Bresciani, Claudia Giardino, Francesca De Santi
Format: Article
Language:English
Published: MDPI AG 2021-06-01
Series:Remote Sensing
Subjects:
SAR
Online Access:https://www.mdpi.com/2072-4292/13/12/2293
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spelling doaj-2f0310bb606244b0bfdf24a628fa5a4d2021-06-30T23:57:14ZengMDPI AGRemote Sensing2072-42922021-06-01132293229310.3390/rs13122293Monitoring Lakes Surface Water Velocity with SAR: A Feasibility Study on Lake Garda, ItalyMarina Amadori0Virginia Zamparelli1Giacomo De Carolis2Gianfranco Fornaro3Marco Toffolon4Mariano Bresciani5Claudia Giardino6Francesca De Santi7IREA-CNR, Institute for Electromagnetic Sensing of the Environment-National Research Council of Italy, 20133 Milan, ItalyIREA-CNR, Institute for Electromagnetic Sensing of the Environment-National Research Council of Italy, 80128 Naples, ItalyIREA-CNR, Institute for Electromagnetic Sensing of the Environment-National Research Council of Italy, 20133 Milan, ItalyIREA-CNR, Institute for Electromagnetic Sensing of the Environment-National Research Council of Italy, 80128 Naples, ItalyDepartment of Civil, Environmental and Mechanical Engineering, University of Trento, 38123 Trento, ItalyIREA-CNR, Institute for Electromagnetic Sensing of the Environment-National Research Council of Italy, 20133 Milan, ItalyIREA-CNR, Institute for Electromagnetic Sensing of the Environment-National Research Council of Italy, 20133 Milan, ItalyIREA-CNR, Institute for Electromagnetic Sensing of the Environment-National Research Council of Italy, 20133 Milan, ItalyThe SAR Doppler frequencies are directly related to the motion of the scatterers in the illuminated area and have already been used in marine applications to monitor moving water surfaces. Here we investigate the possibility of retrieving surface water velocity from SAR Doppler analysis in medium-size lakes. ENVISAT images of the test site (Lake Garda) are processed and the Doppler Centroid Anomaly technique is adopted. The resulting surface velocity maps are compared with the outputs of a hydrodynamic model specifically validated for the case study. Thermal images from MODIS Terra are used in support of the modeling results. The surface velocity retrieved from SAR is found to overestimate the numerical results and the existence of a bias is investigated. In marine applications, such bias is traditionally removed through Geophysical Model Functions (GMFs) by ascribing it to a fully developed wind waves spectrum. We found that such an assumption is not supported in our case study, due to the small-scale variations of topography and wind. The role of wind intensity and duration on the results from SAR is evaluated, and the inclusion of lake bathymetry and the SAR backscatter gradient is recommended for the future development of GMFs suitable for lake environments.https://www.mdpi.com/2072-4292/13/12/2293SARDoppler Centroid Anomalyinland watersphysical limnologyhydrodynamics
collection DOAJ
language English
format Article
sources DOAJ
author Marina Amadori
Virginia Zamparelli
Giacomo De Carolis
Gianfranco Fornaro
Marco Toffolon
Mariano Bresciani
Claudia Giardino
Francesca De Santi
spellingShingle Marina Amadori
Virginia Zamparelli
Giacomo De Carolis
Gianfranco Fornaro
Marco Toffolon
Mariano Bresciani
Claudia Giardino
Francesca De Santi
Monitoring Lakes Surface Water Velocity with SAR: A Feasibility Study on Lake Garda, Italy
Remote Sensing
SAR
Doppler Centroid Anomaly
inland waters
physical limnology
hydrodynamics
author_facet Marina Amadori
Virginia Zamparelli
Giacomo De Carolis
Gianfranco Fornaro
Marco Toffolon
Mariano Bresciani
Claudia Giardino
Francesca De Santi
author_sort Marina Amadori
title Monitoring Lakes Surface Water Velocity with SAR: A Feasibility Study on Lake Garda, Italy
title_short Monitoring Lakes Surface Water Velocity with SAR: A Feasibility Study on Lake Garda, Italy
title_full Monitoring Lakes Surface Water Velocity with SAR: A Feasibility Study on Lake Garda, Italy
title_fullStr Monitoring Lakes Surface Water Velocity with SAR: A Feasibility Study on Lake Garda, Italy
title_full_unstemmed Monitoring Lakes Surface Water Velocity with SAR: A Feasibility Study on Lake Garda, Italy
title_sort monitoring lakes surface water velocity with sar: a feasibility study on lake garda, italy
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2021-06-01
description The SAR Doppler frequencies are directly related to the motion of the scatterers in the illuminated area and have already been used in marine applications to monitor moving water surfaces. Here we investigate the possibility of retrieving surface water velocity from SAR Doppler analysis in medium-size lakes. ENVISAT images of the test site (Lake Garda) are processed and the Doppler Centroid Anomaly technique is adopted. The resulting surface velocity maps are compared with the outputs of a hydrodynamic model specifically validated for the case study. Thermal images from MODIS Terra are used in support of the modeling results. The surface velocity retrieved from SAR is found to overestimate the numerical results and the existence of a bias is investigated. In marine applications, such bias is traditionally removed through Geophysical Model Functions (GMFs) by ascribing it to a fully developed wind waves spectrum. We found that such an assumption is not supported in our case study, due to the small-scale variations of topography and wind. The role of wind intensity and duration on the results from SAR is evaluated, and the inclusion of lake bathymetry and the SAR backscatter gradient is recommended for the future development of GMFs suitable for lake environments.
topic SAR
Doppler Centroid Anomaly
inland waters
physical limnology
hydrodynamics
url https://www.mdpi.com/2072-4292/13/12/2293
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