On the Ability of PolSAR Measurements to Discriminate Among Mangrove Species
In this article, apolarimetric synthetic aperture radar (PolSAR) feature is analyzed to discriminate among different mangrove species. This feature, which is related to the Wishart distance, maximizes the contrast among mangrove species optimizing the ratio between quadratic forms. The discriminatio...
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Format: | Article |
Language: | English |
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IEEE
2020-01-01
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Series: | IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing |
Subjects: | |
Online Access: | https://ieeexplore.ieee.org/document/9103272/ |
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author | Emanuele Ferrentino Ferdinando Nunziata Hongsheng Zhang Maurizio Migliaccio |
author_facet | Emanuele Ferrentino Ferdinando Nunziata Hongsheng Zhang Maurizio Migliaccio |
author_sort | Emanuele Ferrentino |
collection | DOAJ |
description | In this article, apolarimetric synthetic aperture radar (PolSAR) feature is analyzed to discriminate among different mangrove species. This feature, which is related to the Wishart distance, maximizes the contrast among mangrove species optimizing the ratio between quadratic forms. The discrimination performance is assessed both against ground truth and by intercomparing it with conventional model-based decomposition features. Results obtained by processing actual L- and C-band full-polarimetric synthetic aperture radar scenes collected by ALOS-PALSAR-2 and RADARSAT-2 missions show that the proposed approach achieves accurate enough discrimination performance to differentiate two out of the four mangrove species. In addition, results suggest using a multifrequency PolSAR approach to maximize discrimination performance. |
first_indexed | 2024-12-22T14:12:02Z |
format | Article |
id | doaj.art-1996356ec01948b099653aea028db5fa |
institution | Directory Open Access Journal |
issn | 2151-1535 |
language | English |
last_indexed | 2024-12-22T14:12:02Z |
publishDate | 2020-01-01 |
publisher | IEEE |
record_format | Article |
series | IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing |
spelling | doaj.art-1996356ec01948b099653aea028db5fa2022-12-21T18:23:11ZengIEEEIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing2151-15352020-01-01132729273710.1109/JSTARS.2020.29898729103272On the Ability of PolSAR Measurements to Discriminate Among Mangrove SpeciesEmanuele Ferrentino0https://orcid.org/0000-0003-0421-6477Ferdinando Nunziata1https://orcid.org/0000-0003-4567-0377Hongsheng Zhang2https://orcid.org/0000-0002-6135-9442Maurizio Migliaccio3https://orcid.org/0000-0002-8363-3502Dipartimento di Ingegneria, Università degli Studi di Napoli “Parthenope”, Napoli, ItalyDipartimento di Ingegneria, Università degli Studi di Napoli “Parthenope”, Napoli, ItalyDepartment of Geography, The University of Hong Kong, Pok Fu Lam, Hong KongDipartimento di Ingegneria, Università degli Studi di Napoli “Parthenope”, Napoli, ItalyIn this article, apolarimetric synthetic aperture radar (PolSAR) feature is analyzed to discriminate among different mangrove species. This feature, which is related to the Wishart distance, maximizes the contrast among mangrove species optimizing the ratio between quadratic forms. The discrimination performance is assessed both against ground truth and by intercomparing it with conventional model-based decomposition features. Results obtained by processing actual L- and C-band full-polarimetric synthetic aperture radar scenes collected by ALOS-PALSAR-2 and RADARSAT-2 missions show that the proposed approach achieves accurate enough discrimination performance to differentiate two out of the four mangrove species. In addition, results suggest using a multifrequency PolSAR approach to maximize discrimination performance.https://ieeexplore.ieee.org/document/9103272/Change detectionclassificationmangrovespola-rimetric synthetic aperture radar (PolSAR) |
spellingShingle | Emanuele Ferrentino Ferdinando Nunziata Hongsheng Zhang Maurizio Migliaccio On the Ability of PolSAR Measurements to Discriminate Among Mangrove Species IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing Change detection classification mangroves pola-rimetric synthetic aperture radar (PolSAR) |
title | On the Ability of PolSAR Measurements to Discriminate Among Mangrove Species |
title_full | On the Ability of PolSAR Measurements to Discriminate Among Mangrove Species |
title_fullStr | On the Ability of PolSAR Measurements to Discriminate Among Mangrove Species |
title_full_unstemmed | On the Ability of PolSAR Measurements to Discriminate Among Mangrove Species |
title_short | On the Ability of PolSAR Measurements to Discriminate Among Mangrove Species |
title_sort | on the ability of polsar measurements to discriminate among mangrove species |
topic | Change detection classification mangroves pola-rimetric synthetic aperture radar (PolSAR) |
url | https://ieeexplore.ieee.org/document/9103272/ |
work_keys_str_mv | AT emanueleferrentino ontheabilityofpolsarmeasurementstodiscriminateamongmangrovespecies AT ferdinandonunziata ontheabilityofpolsarmeasurementstodiscriminateamongmangrovespecies AT hongshengzhang ontheabilityofpolsarmeasurementstodiscriminateamongmangrovespecies AT mauriziomigliaccio ontheabilityofpolsarmeasurementstodiscriminateamongmangrovespecies |