Spatio-temporal dynamics of land use and land cover, wildlife habitats and populations in the greater Serengeti ecosystem, Tanzania.
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Date
2021
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Publisher
Sokoine University of Agriculture
Abstract
Land use and land cover (LULC) change is a common phenomenon and of great concern
to conservation in many terrestrial ecosystems, including the Serengeti Ecosystem (SE) in
Tanzania. LULC changes can pose profound impacts on wildlife habitats, abundance and
spatio-temporal distribution of wildlife species. This situation needs close monitoring, as it
is not clearly known how the future ecological conditions of the ecosystem might be, if
these changes remain unchecked. Previous studies on LULC changes, drivers, wildlife
habitats and species distributions in the ecosystem are fragmented, focused either on
specific habitat types or only on predicting spatial distribution and habitat suitability for
particular wildlife species inside the protected areas (PAs). The above-mentioned studies
provided limited information on the long-term prediction, imposing difficulties to infer the
causes of wildlife populations fluctuation and observed changes in distribution pattern.
Knowledge of dynamics of LULC and habitats quality, and the drivers of change is
imperative for maintaining healthy wildlife populations and ecosystems integrity. In lieu
of this, therefore, the study aimed to carry out a spatio-temporal dyamics of LULC,
wildlife habitats and populations in the SE (1975-2015). Specifically, the study sought to:
i) characterize LULC change; ii) assess drivers of LULC changes; iii) assess quality of
wildlife habitat; and (iv) determine the dynamics of herbivore distribution and habitat
selection.
For objective one, the random forest classification algorithm was employed to classify the
Multispectral Scanner (MSS), Thematic Mapper (TM), Enhanced Thematic Mapper Plus
(+ETM) and Operational Land Imager (OLI) was used to characterize LULC into eightiii
main classes and extracted quantitative data for assessing the corresponding changes
during 1975-1995, 1995-2015 and 1975-2015.
For objective two, LULC data for 1995 and 2015 derived from Landsat imageries
(objective 1), and nine predictors of change (human population density, precipitation,
distance from rivers, soil moisture, fire frequency, distance from roads, elevation, slope
and elephant density) were used to ascertain their negative and positive influence for the
changes using Binomial Logistic Regression. Drivers of change in LULC, have
implications for wildlife habitat quality and spatio-temporal dynamics of wildlife species,
therefore, for objective three, we mapped and evaluated changes in habitat quality (1975–
2015) using the Integrated Valuation of Environmental Services and Trade-offs (InVEST)
model, whereas, in objective four, Bonferroni confidence interval, with the Chi-square
goodness-of-fit test and kernel density were used to assess herbivores habitat selection and
distribution for browsers (grant’s gazelles and giraffe), grazers (wildebeest, zebra and
buffalo) and mixed feeders (impala and elephant).
Results revealed that grassland, shrubland and woodland were the major LULC types
throughout 1975-2015 with percentage coverages of 50.6%, 23.7% and 20.9% for 1975;
54.2%, 23.5% and 15.9% for 1995; and 57.0%, 23.8% and 8.9% for 2015. Woodland
cover (-11.1%) was the most converted to other cover types during 1975-2015. Overall
habitat quality declined over time (1975–2015) in unprotected and human-dominated areas
surrounding the ecosystem, intermediate deterioration rates in less heavily PAs (Wildlife
Management Areas (WMAs), Game Controlled Area (GCA), Game Reserves (GRs) and
the Ngorongoro Conservation Area (NCA) and the least rate in the most heavily protected
Serengeti National Park. Significant clustered distribution pattern was observed for alliv
herbivores across space and time, with contracted distribution ranges for browsers and an
expanded one for grazers and mixed feeders for 2015 in comparison to 1995.
The obtained information on species distribution, habitat selection and use are useful in
determining high priority areas for effective conservation practices. Generally, increasing
human population size, agriculture, settlements and policy changes, fires and elephant
browsing pressure are central to LULC and habitats quality dynamics in the ecosystem.
The study recommends a more protection effort to halter LULC changes and habitats
degradations in order to enhance quality habitat conditions for both browsers and grazers
in the ecosystem. For less PAs (e.g. WMAs and GCA) improvement strategies are needed
to strengthen conservation and management practices. Effective management of the key
drivers of LULC and habitats change in the SE are of paramount importance. Wet and dry
season herbivores coverage is needed to examine species guild’s spatio-temporal changes.
Description
PhD-Thesis
Keywords
Spatio-temporal dynamics, Wildlife habitats, Serengeti, Land use, Land cover