Mapping the invasive palm species Arenga obtusifolia using multiple endmember spectral mixture analysis (MESMA) and PRISMA hyperspectral data in Ujung Kulon National Park, Indonesia

Arenga obtusifolia or “langkap” is an invasive palm that interferes with the growth of native vegetation in Ujung Kulon National Park. This study aims to map A. obtusifolia distribution in Ujung Kulon using PRISMA hyperspectral imagery and MESMA (Multiple Endmember Spectral Mixture Analysis). 38 spe...

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Main Authors: Damarjati, Safri, Nugraha, Wahyu Ananta, Arjasakusuma, Sanjiwana
Format: Article PeerReviewed
Language:English
Published: Taylor and Francis Ltd. 2022
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Online Access:https://repository.ugm.ac.id/281887/1/Mapping%20the%20invasive%20palm%20species%20Arenga%20obtusifolia%20using%20multiple%20endmember%20spectral%20mixture%20analysis%20%20MESMA%20%20and%20PRISMA%20hyperspectral%20data%20in%20Ujung.pdf
https://repository.ugm.ac.id/281887/
https://www.tandfonline.com/doi/full/10.1080/10106049.2022.2138981
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spelling id-ugm-repo.2818872023-11-17T02:48:10Z https://repository.ugm.ac.id/281887/ Mapping the invasive palm species Arenga obtusifolia using multiple endmember spectral mixture analysis (MESMA) and PRISMA hyperspectral data in Ujung Kulon National Park, Indonesia Damarjati, Safri Nugraha, Wahyu Ananta Arjasakusuma, Sanjiwana Geography and Environmental Sciences Arenga obtusifolia or “langkap” is an invasive palm that interferes with the growth of native vegetation in Ujung Kulon National Park. This study aims to map A. obtusifolia distribution in Ujung Kulon using PRISMA hyperspectral imagery and MESMA (Multiple Endmember Spectral Mixture Analysis). 38 spectra samples for the A. obtusifolia, sand, wetland vegetation and other vegetation were collected, and optimized using the IES (Iterative Endmember Selection), Multiple Signal Classification (MUSIC) and Automated MUsic and Spectral Separability based Endmember Selection (AMUSES) algorithms. Here, different schemes of MESMA were tested by using spectral weighting (SPEC) and stable zone unmixing (STABLE). Our results demonstrated that MESMA and PRISMA data was able to identify A. obtusifolia with the accuracy ranging from 55.36 (AMUSES-STABLE) to 83.93 (MUSIC-STABLE). Our results indicated the potential of MESMA and PRISMA hyperspectral data using optimized spectra from MUSIC and stable zone unmixing for mapping invasive A. obtusifolia. © 2022 Informa UK Limited, trading as Taylor & Francis Group. Taylor and Francis Ltd. 2022 Article PeerReviewed application/pdf en https://repository.ugm.ac.id/281887/1/Mapping%20the%20invasive%20palm%20species%20Arenga%20obtusifolia%20using%20multiple%20endmember%20spectral%20mixture%20analysis%20%20MESMA%20%20and%20PRISMA%20hyperspectral%20data%20in%20Ujung.pdf Damarjati, Safri and Nugraha, Wahyu Ananta and Arjasakusuma, Sanjiwana (2022) Mapping the invasive palm species Arenga obtusifolia using multiple endmember spectral mixture analysis (MESMA) and PRISMA hyperspectral data in Ujung Kulon National Park, Indonesia. Geocarto International, 37 (27). 18254 -18274. https://www.tandfonline.com/doi/full/10.1080/10106049.2022.2138981 10.1080/10106049.2022.2138981
institution Universitas Gadjah Mada
building UGM Library
continent Asia
country Indonesia
Indonesia
content_provider UGM Library
collection Repository Civitas UGM
language English
topic Geography and Environmental Sciences
spellingShingle Geography and Environmental Sciences
Damarjati, Safri
Nugraha, Wahyu Ananta
Arjasakusuma, Sanjiwana
Mapping the invasive palm species Arenga obtusifolia using multiple endmember spectral mixture analysis (MESMA) and PRISMA hyperspectral data in Ujung Kulon National Park, Indonesia
description Arenga obtusifolia or “langkap” is an invasive palm that interferes with the growth of native vegetation in Ujung Kulon National Park. This study aims to map A. obtusifolia distribution in Ujung Kulon using PRISMA hyperspectral imagery and MESMA (Multiple Endmember Spectral Mixture Analysis). 38 spectra samples for the A. obtusifolia, sand, wetland vegetation and other vegetation were collected, and optimized using the IES (Iterative Endmember Selection), Multiple Signal Classification (MUSIC) and Automated MUsic and Spectral Separability based Endmember Selection (AMUSES) algorithms. Here, different schemes of MESMA were tested by using spectral weighting (SPEC) and stable zone unmixing (STABLE). Our results demonstrated that MESMA and PRISMA data was able to identify A. obtusifolia with the accuracy ranging from 55.36 (AMUSES-STABLE) to 83.93 (MUSIC-STABLE). Our results indicated the potential of MESMA and PRISMA hyperspectral data using optimized spectra from MUSIC and stable zone unmixing for mapping invasive A. obtusifolia. © 2022 Informa UK Limited, trading as Taylor & Francis Group.
format Article
PeerReviewed
author Damarjati, Safri
Nugraha, Wahyu Ananta
Arjasakusuma, Sanjiwana
author_facet Damarjati, Safri
Nugraha, Wahyu Ananta
Arjasakusuma, Sanjiwana
author_sort Damarjati, Safri
title Mapping the invasive palm species Arenga obtusifolia using multiple endmember spectral mixture analysis (MESMA) and PRISMA hyperspectral data in Ujung Kulon National Park, Indonesia
title_short Mapping the invasive palm species Arenga obtusifolia using multiple endmember spectral mixture analysis (MESMA) and PRISMA hyperspectral data in Ujung Kulon National Park, Indonesia
title_full Mapping the invasive palm species Arenga obtusifolia using multiple endmember spectral mixture analysis (MESMA) and PRISMA hyperspectral data in Ujung Kulon National Park, Indonesia
title_fullStr Mapping the invasive palm species Arenga obtusifolia using multiple endmember spectral mixture analysis (MESMA) and PRISMA hyperspectral data in Ujung Kulon National Park, Indonesia
title_full_unstemmed Mapping the invasive palm species Arenga obtusifolia using multiple endmember spectral mixture analysis (MESMA) and PRISMA hyperspectral data in Ujung Kulon National Park, Indonesia
title_sort mapping the invasive palm species arenga obtusifolia using multiple endmember spectral mixture analysis (mesma) and prisma hyperspectral data in ujung kulon national park, indonesia
publisher Taylor and Francis Ltd.
publishDate 2022
url https://repository.ugm.ac.id/281887/1/Mapping%20the%20invasive%20palm%20species%20Arenga%20obtusifolia%20using%20multiple%20endmember%20spectral%20mixture%20analysis%20%20MESMA%20%20and%20PRISMA%20hyperspectral%20data%20in%20Ujung.pdf
https://repository.ugm.ac.id/281887/
https://www.tandfonline.com/doi/full/10.1080/10106049.2022.2138981
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