Variation of the Omo Delta between 1990 and 2018: What remote sensing data reveal and models explain

Deltas, being areas where river sediments accumulate, are sensitive to changes in climate and anthropogenic processes that affect sediment generation. The Omo Delta, on the Ethiopia–Kenya border, is constantly changing due to fluctuating lake levels, a variable climate, and rapidly changing land use...

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Bibliographic Details
Published inLand degradation & development Vol. 35; no. 2; pp. 867 - 883
Main Authors Kangi, Gladys, Dondeyne, Stefaan, Kleinschroth, Fritz, Van Orshoven, Jos
Format Journal Article
LanguageEnglish
Published Chichester, UK John Wiley & Sons, Ltd 30.01.2024
Wiley Subscription Services, Inc
Subjects
Algorithms
Annual rainfall
Anthropogenic factors
Climate change
Deltas
Fluvial sediments
Human influences
Irrigation
Lakes
Land use
Landsat
Landsat images
multiple linear regression
Omo‐Turkana
Rainfall
Random Forest
Regression analysis
Regression models
Remote sensing
Rivers
Satellite imagery
Sediments
Water levels
Turkana Basin
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Summary:Deltas, being areas where river sediments accumulate, are sensitive to changes in climate and anthropogenic processes that affect sediment generation. The Omo Delta, on the Ethiopia–Kenya border, is constantly changing due to fluctuating lake levels, a variable climate, and rapidly changing land use. Due to field data scarcity and the region's limited accessibility, we relied on remote sensing (RS) data to investigate delta extent between 1990 and 2018 and attempted to disentangle the effect of climatic from anthropogenic variables. We obtained a time series of delta extent from Landsat imagery using Random Forest (RF) classification. Using parametric and non‐parametric regression techniques, we regressed the delta extent on Lake Turkana levels, Omo River discharges, Omo‐Gibe Basin rainfall, tree cover loss, and irrigation extent. The RF algorithm distinguished water from land with high (>90%) accuracies and revealed Omo Delta extent fluctuations ranging from 949 km2 in 1993 to 651 km2 in 2000. Lake water level, which depends on the rainfall over the Omo‐Turkana Basin, emerged as the best predictor of delta extent. However, the annual rainfall over the Omo‐Gibe Basin showed no correlation with delta extent. The regression models further show a connection between delta extent, irrigation extent, and tree cover loss. We conclude that rainfall indirectly influences delta extent across the Omo‐Turkana Basin. Regression models indicate additional cumulative effects of human activity in the Omo‐Gibe Basin but fall short in explaining delta dynamics.
ISSN:1085-3278
1099-145X
DOI:10.1002/ldr.4958