A preliminary attempt to use climate data and satellite imagery to model the abundance and distribution of Culicoides imicola (Diptera : Ceratopogonidae) in southern Africa
M. Baylis et al., A preliminary attempt to use climate data and satellite imagery to model the abundance and distribution of Culicoides imicola (Diptera : Ceratopogonidae) in southern Africa, J SA VET AS, 70(2), 1999, pp. 80-89
Citations number
30
Categorie Soggetti
Veterinary Medicine/Animal Health
Journal title
JOURNAL OF THE SOUTH AFRICAN VETERINARY ASSOCIATION-TYDSKRIF VAN DIE SUID-AFRIKAANSE VETERINERE VERENIGING
Abundances of Culicoides imicola, the insect vector of several livestock vi
ruses, including bluetongue and African horse sickness, were recently publi
shed for 34 sites in southern Africa, together with associated climate data
. Here, these data are analysed statistically in combination with certain s
atellite-derived variables, with the aim of developing predictive models of
C. imicola abundance. Satellite-derived variables were the land surface te
mperature (LST, a measure of temperature at the earth's surface) and the no
rmalised difference vegetation index (NDVI, a measure of photosynthetic act
ivity). Two models were developed: (1) climatic variables only and (2) sate
llite-derived and climatic variables. For model I, the best model used a si
ngle predictor variable (the mean daily minimum temperature) only, and acco
unted for nearly 34 % of the variance in C. imicola abundance. Two variable
climatic models did not perform significantly better. For model II, the be
st 1-variable model used the annual minimum LST as a predictor of C. imicol
a abundance, and accounted for nearly 40 % of the variance in C, imicola ab
undance. The best 2-variable model, which gave a significantly better fit t
han the I-variable model, combined the minimum LST and minimum NDVI as pred
ictors of C, imicola abundance, and accounted for nearly 67% Qb of variance
. A map of predicted C, imicola abundances is produced on the basis of this
2nd model which, despite some anomalies, agrees largely with what is curre
ntly known of the prevalence of C. imicola in the region.