Distribution of lantana camara and its impacts on selected ecosystem services and livelihood in east Usambara mountains, Tanzania
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Date
2021
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Publisher
Sokoine University of Agriculture
Abstract
This study aimed at assessing the distribution of L. camara and its fractional cover using
very high-resolution satellite image (Worldview-3) complemented by field data from
plots surveys. Since L. camara co-exist with several other invasive alien plants species in
East Usambara it is not easy to detect it. Therefore, it was necessary to find ways to
differentiate it from the other species using remote sensing. Field Spectrometer was used
to obtain spectral data of eighteen invasive plants occurring in East Usambara and
thereafter assessing suitable bands that can be used to detect L. camara from the available
sensors currently but also future satellite missions.
Results suggest that when using Worldview 2 the Near Infra-Red 2 (NIR2) (860-1040
nm) is the best band for L. camara detection while for Sentinel 2 the Short Wave Infra-
Red (SWIR) Cirrus (1360-1390 nm) is more suitable. Moreover, hyperspectral EnMAP
sensor can differentiate the species best in the Visible NIR (423 nm). Evidence from
Random Forest model using all bands from 350-2500nm suggest that, the visible ranging
350-383nm is the best region for differentiation of the species with band importance of
0.8-1. With the absence of this range of bands in the visible, the SWIR bands ranging
1778-1790nm can be used to differentiate the species having band importance of 0.5-0.7.
Gradient Boosted Machine model showed that SWIR band at 1790 nm was the best in the
separation of the invasive species with band importance of 0.4. It is therefore important
that while choosing images for detection of similar species it should contain these
wavelength ranges. It is also important for future satellite missions to include these
wavebands so as similar species as the 18 in this study can be detected and differentiated.
Furthermore, the study used the Worldview 3 Satellite image to map L. camara in East
Usambara utilizing the NIR 2 texture properties of the image as was found to be the bestiii
band in differentiation of the species. Lantana camara in East Usambara was detected
along the roads and forest edges with low abundance, while it was more abundant in
agriculture lands and abandoned farms and tea plantations. Only 0.5% of the 11% invaded
areas had L. camara abundance above 50% while 8.8% of invaded areas have L. camara
abundance of less than 25%.
Presence of L. camara affects ecosystem services and livelihood of the inhabitants. East
Usambara inhabitants benefit from the ecosystem through provisioning of wild plant
species for medicine, fuelwood and construction among others. They benefit also through
crop cultivation and honey production which are among major economic activities in the
area. Results show that 67% of the respondents perceive L. camara to cause a decline in
varieties of wild plant species and 50% responded that it caused reduction in honey
production which affects their livelihood. The study also found that L. camara reduced
the growth of maize by 29%, while cassava was not affected. The reduction of maize
growth is only caused when growing simultaneously with maize as there was no evidence
of allelopathic effects of L. camara. Similarly, Inoculation of autoclaved soil with
microorganisms from invaded soils increased biomass of cassava and reduced the growth
of maize. Therefore, removal of L. camara will immediately mitigate its negative impacts
on maize.
The livelihood of the inhabitants depending on crop production is not affected directly by
L. camara abundance rather it is affected significantly by increasing cost of farm
maintenance which includes weeding. It is estimation that about 66.62 Million Tanzanian
shillings is required to clear about 1277 hectares of L. camara invasion in East Usambara.
It is recommended that L. camara should be managed while it is still not very dense and
widely spread. The cost of managing will increase substantially with further invasion and
mechanical means may not suffice.
Description
PhD-Thesis
Keywords
Ecosystem services, Usambara Mountains, Lantana camara, Livelihood