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Spatiotemporal pattern of water hyacinth (Pontederia crassipes) distribution in Lake Tana, Ethiopia, using a random forest machine learning model

Water hyacinth (Pontederia crassipes) is an invasive weed that covers a significant portion of Lake Tana. The infestation has an impact on the lake’s ecological and socioeconomic systems. Early detection of the spread of water hyacinth using geospatial techniques is crucial for its effective managem...

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Principais autores: Matiwos Belayhun, Zerihun Chere, Nigus Gebremedhn Abay, Yonas Nicola, Abay Asmamaw
Formato: Artigo
Idioma:Inglês
Publicado em: Frontiers Media S.A. 2024-11-01
coleção:Frontiers in Environmental Science
Assuntos:
aquatic invasive plant
Lake Tana
machine learning model
remote sensing indices
Sentinel image
water hyacinth
Acesso em linha:https://www.frontiersin.org/articles/10.3389/fenvs.2024.1476014/full
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