Spatio-Temporal Analysis Of Water Hyacinth Using Geospatial Technology: A Case Study Of Lake Abaya, Ethiopia.
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Abstract
The water hyacinth (Eichhornia crassipes) is often regarded as the world's most notorious
invasive species. Although its threats and consequences are widely documented, its
dispersion is not yet understood. In Southern Ethiopia, Lake Abaya has serious problems
related to the alien water hyacinth invasive weed. The water hyacinth develops in and swims
over water, rapidly spreading. Using Sentinel-2 MSI data from 2016, 2018, and 2020, this
study aimed to map and analyze the Spatio-temporal distribution of invasive water hyacinth
in Lake Abaya. The rate of expansion of water hyacinth was measured using Sentinel-2 MSI
satellite pictures obtained in December. For the supervised classification of satellite pictures
and accuracy assessment, training samples were obtained. Prior to classification, picture
preprocessing and enhancement were performed. Maximum likelihood classification
algorithms were used to study the spread and distribution of the water hyacinth. The
classification accuracy assessment result was 90%, 91.55%, 87%, overall accuracy and
kappa coefficient of 87.82%, 89.44%, 86%, for the year 2016, 2018 and 2020 respectively.
The results showed that in 2016, water hyacinth coverage was small, with an estimated
2303.49 ha (1%) of the research area covered. In 2018, the coverage of the weed was
5227.27 ha (3%) and after two years, the coverage of water hyacinth in 2020 was 5942.62
ha (4%) of the study area was covered. The results indicated there was a rapid expansion of
water hyacinth from 2016 to 2020. Because the weed is rapidly spreading and endangering
the water's existence, an adequate intervention mechanism should be implemented as soon
as possible.
