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A multi-source satellite data approach for modelling Lake Turkana water level: Calibration and validation using satellite altimetry data

Hydrology and Earth System Sciences

By:
, ,
DOI: 10.5194/hess-16-1-2012

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Abstract

Lake Turkana is one of the largest desert lakes in the world and is characterized by high degrees of interand intra-annual fluctuations. The hydrology and water balance of this lake have not been well understood due to its remote location and unavailability of reliable ground truth datasets. Managing surface water resources is a great challenge in areas where in-situ data are either limited or unavailable. In this study, multi-source satellite-driven data such as satellite-based rainfall estimates, modelled runoff, evapotranspiration, and a digital elevation dataset were used to model Lake Turkana water levels from 1998 to 2009. Due to the unavailability of reliable lake level data, an approach is presented to calibrate and validate the water balance model of Lake Turkana using a composite lake level product of TOPEX/Poseidon, Jason-1, and ENVISAT satellite altimetry data. Model validation results showed that the satellitedriven water balance model can satisfactorily capture the patterns and seasonal variations of the Lake Turkana water level fluctuations with a Pearson's correlation coefficient of 0.90 and a Nash-Sutcliffe Coefficient of Efficiency (NSCE) of 0.80 during the validation period (2004-2009). Model error estimates were within 10% of the natural variability of the lake. Our analysis indicated that fluctuations in Lake Turkana water levels are mainly driven by lake inflows and over-the-lake evaporation. Over-the-lake rainfall contributes only up to 30% of lake evaporative demand. During the modelling time period, Lake Turkana showed seasonal variations of 1-2m. The lake level fluctuated in the range up to 4m between the years 1998-2009. This study demonstrated the usefulness of satellite altimetry data to calibrate and validate the satellite-driven hydrological model for Lake Turkana without using any in-situ data. Furthermore, for Lake Turkana, we identified and outlined opportunities and challenges of using a calibrated satellite-driven water balance model for (i) quantitative assessment of the impact of basin developmental activities on lake levels and for (ii) forecasting lake level changes and their impact on fisheries. From this study, we suggest that globally available satellite altimetry data provide a unique opportunity for calibration and validation of hydrologic models in ungauged basins. ?? Author(s) 2012.

Additional Publication Details

Publication type:
Article
Publication Subtype:
Journal Article
Title:
A multi-source satellite data approach for modelling Lake Turkana water level: Calibration and validation using satellite altimetry data
Series title:
Hydrology and Earth System Sciences
DOI:
10.5194/hess-16-1-2012
Volume
16
Issue:
1
Year Published:
2012
Language:
English
Publisher:
European Geosciences Union
Publisher location:
Munich, Germany
Contributing office(s):
Earth Resources Observation and Science (EROS) Center
Larger Work Type:
Article
Larger Work Subtype:
Journal Article
Larger Work Title:
Hydrology and Earth System Sciences
First page:
1
Last page:
18
Number of Pages:
18