Cargando…

Mapping Current and Potential Distribution of Non-Native Prosopis juliflora in the Afar Region of Ethiopia

We used correlative models with species occurrence points, Moderate Resolution Imaging Spectroradiometer (MODIS) vegetation indices, and topo-climatic predictors to map the current distribution and potential habitat of invasive Prosopis juliflora in Afar, Ethiopia. Time-series of MODIS Enhanced Vege...

Descripción completa

Detalles Bibliográficos
Autores principales: Wakie, Tewodros T., Evangelista, Paul H., Jarnevich, Catherine S., Laituri, Melinda
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4231090/
https://www.ncbi.nlm.nih.gov/pubmed/25393396
http://dx.doi.org/10.1371/journal.pone.0112854
_version_ 1782344380619685888
author Wakie, Tewodros T.
Evangelista, Paul H.
Jarnevich, Catherine S.
Laituri, Melinda
author_facet Wakie, Tewodros T.
Evangelista, Paul H.
Jarnevich, Catherine S.
Laituri, Melinda
author_sort Wakie, Tewodros T.
collection PubMed
description We used correlative models with species occurrence points, Moderate Resolution Imaging Spectroradiometer (MODIS) vegetation indices, and topo-climatic predictors to map the current distribution and potential habitat of invasive Prosopis juliflora in Afar, Ethiopia. Time-series of MODIS Enhanced Vegetation Indices (EVI) and Normalized Difference Vegetation Indices (NDVI) with 250 m(2) spatial resolution were selected as remote sensing predictors for mapping distributions, while WorldClim bioclimatic products and generated topographic variables from the Shuttle Radar Topography Mission product (SRTM) were used to predict potential infestations. We ran Maxent models using non-correlated variables and the 143 species- occurrence points. Maxent generated probability surfaces were converted into binary maps using the 10-percentile logistic threshold values. Performances of models were evaluated using area under the receiver-operating characteristic (ROC) curve (AUC). Our results indicate that the extent of P. juliflora invasion is approximately 3,605 km(2) in the Afar region (AUC  = 0.94), while the potential habitat for future infestations is 5,024 km(2) (AUC  = 0.95). Our analyses demonstrate that time-series of MODIS vegetation indices and species occurrence points can be used with Maxent modeling software to map the current distribution of P. juliflora, while topo-climatic variables are good predictors of potential habitat in Ethiopia. Our results can quantify current and future infestations, and inform management and policy decisions for containing P. juliflora. Our methods can also be replicated for managing invasive species in other East African countries.
format Online
Article
Text
id pubmed-4231090
institution National Center for Biotechnology Information
language English
publishDate 2014
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-42310902014-11-18 Mapping Current and Potential Distribution of Non-Native Prosopis juliflora in the Afar Region of Ethiopia Wakie, Tewodros T. Evangelista, Paul H. Jarnevich, Catherine S. Laituri, Melinda PLoS One Research Article We used correlative models with species occurrence points, Moderate Resolution Imaging Spectroradiometer (MODIS) vegetation indices, and topo-climatic predictors to map the current distribution and potential habitat of invasive Prosopis juliflora in Afar, Ethiopia. Time-series of MODIS Enhanced Vegetation Indices (EVI) and Normalized Difference Vegetation Indices (NDVI) with 250 m(2) spatial resolution were selected as remote sensing predictors for mapping distributions, while WorldClim bioclimatic products and generated topographic variables from the Shuttle Radar Topography Mission product (SRTM) were used to predict potential infestations. We ran Maxent models using non-correlated variables and the 143 species- occurrence points. Maxent generated probability surfaces were converted into binary maps using the 10-percentile logistic threshold values. Performances of models were evaluated using area under the receiver-operating characteristic (ROC) curve (AUC). Our results indicate that the extent of P. juliflora invasion is approximately 3,605 km(2) in the Afar region (AUC  = 0.94), while the potential habitat for future infestations is 5,024 km(2) (AUC  = 0.95). Our analyses demonstrate that time-series of MODIS vegetation indices and species occurrence points can be used with Maxent modeling software to map the current distribution of P. juliflora, while topo-climatic variables are good predictors of potential habitat in Ethiopia. Our results can quantify current and future infestations, and inform management and policy decisions for containing P. juliflora. Our methods can also be replicated for managing invasive species in other East African countries. Public Library of Science 2014-11-13 /pmc/articles/PMC4231090/ /pubmed/25393396 http://dx.doi.org/10.1371/journal.pone.0112854 Text en © 2014 Wakie et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Wakie, Tewodros T.
Evangelista, Paul H.
Jarnevich, Catherine S.
Laituri, Melinda
Mapping Current and Potential Distribution of Non-Native Prosopis juliflora in the Afar Region of Ethiopia
title Mapping Current and Potential Distribution of Non-Native Prosopis juliflora in the Afar Region of Ethiopia
title_full Mapping Current and Potential Distribution of Non-Native Prosopis juliflora in the Afar Region of Ethiopia
title_fullStr Mapping Current and Potential Distribution of Non-Native Prosopis juliflora in the Afar Region of Ethiopia
title_full_unstemmed Mapping Current and Potential Distribution of Non-Native Prosopis juliflora in the Afar Region of Ethiopia
title_short Mapping Current and Potential Distribution of Non-Native Prosopis juliflora in the Afar Region of Ethiopia
title_sort mapping current and potential distribution of non-native prosopis juliflora in the afar region of ethiopia
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4231090/
https://www.ncbi.nlm.nih.gov/pubmed/25393396
http://dx.doi.org/10.1371/journal.pone.0112854
work_keys_str_mv AT wakietewodrost mappingcurrentandpotentialdistributionofnonnativeprosopisjulifloraintheafarregionofethiopia
AT evangelistapaulh mappingcurrentandpotentialdistributionofnonnativeprosopisjulifloraintheafarregionofethiopia
AT jarnevichcatherines mappingcurrentandpotentialdistributionofnonnativeprosopisjulifloraintheafarregionofethiopia
AT laiturimelinda mappingcurrentandpotentialdistributionofnonnativeprosopisjulifloraintheafarregionofethiopia