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Master
Afrique du Sud
2020
Evaluating the influence of the land surface and air temperature gradient on terrestrial flux estimates derived using satellite earth observation data.
Titre : Evaluating the influence of the land surface and air temperature gradient on terrestrial flux estimates derived using satellite earth observation data.
Auteur : Khan, Sameera.
Université de soutenance : University of KwaZulu-Natal
Grade : Master of Science MSc Hydrology 2020
Résumé
One of the most challenging processes of the hydrological cycle to determine accurately
especially in arid and semi-arid regions, is actual evapotranspiration (ETa). Numerous
approaches are recognised and have been established to account for ETa at various spatial and
temporal scales. Satellite earth observation (SEO) methods have been utilised as an alternative
to conventional methods to estimate ETa, as they provide estimates over larger geographical
scales.
Satellite-based ET models have been shown to provide fairly reliable estimates of terrestrial
fluxes and ETa. However, these models have the tendency to perform poorly in water stressed
environments due to an inherent limitation in their conceptualisation, which relates to the
temperature gradient (To-Ta). Due to the dynamic nature of the To-Ta gradient, the study aimed
to establish whether the selection of an image based upon the satellite overpass time influences
the accuracy of the modelled flux and ETa estimates. For this purpose, the Surface Energy
Balance Systems (SEBS) model was implemented using SEO data using Moderate Resolution
Imaging Spectroradiometer (MODIS) imagery. The simulated fluxes and ETa were compared
against in-situ Eddy Covariance (EC) data, as well as ETa estimates obtained from MOD16 to
quantify the influence of To-Ta. The study was undertaken during the 2015 dry period within
the Luvuhu and Letaba Water Management Area, situated in the semi-arid north-eastern region
of South Africa. This period coincided with a large El Niño induced drought, which provided
an ideal opportunity to assess the model’s ability to adequately simulate ETa during conditions
of water stress.
The results of the investigations undertaken in this study indicated that both the ETTerra and
ETAqua largely overestimated ETa when compared to in-situ riparian ETa measurements,
yielding a Relative Volume Error (RVE) of -123.04% and -159.41%, respectively. Overall, the
SEBS derived MODIS Aqua estimates compared relatively favourably with the in-situ
measurements. The aggregated 8-day ETTerra and ETAqua generally overestimated ETa, whilst
ETMOD16A2 tends to underestimate ETa during summer months when compared to in-situ ETa.
The degree of overestimation of ETMOD16A2 was lower than the aggregated ETTerra and ETAqua
estimates. The SEBS results and the MOD16 product emphasized the importance of the
satellite overpass times and the limitations that are observed in the SEBS model. The MOD16
product and satellite-based ET models can be used to assist in decision making and can provide
long-term data records over remote areas.
Page publiée le 9 janvier 2021