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Plague is a zoonotic infectious disease present in great gerbil populations in Kazakhstan. Infectious disease dynamics are influenced by the spatial distribution of the carriers (hosts) of the disease. The great gerbil, the main host in our study area, lives in burrows, which can be recognized on high resolution satellite imagery. In this study, using earth observation data at various spatial scales, we map the spatial distribution of burrows in a semi-desert landscape.The study area consists of various landscape types. To evaluate whether identification of burrows by classification is possible in these landscape types, the study area was subdivided into eight landscape units, on the basis of Landsat 7 ETM+ derived Tasselled Cap Greenness and Brightness, and SRTM derived standard deviation in elevation.In the field, 904 burrows were mapped. Using two segmented 2.5 m resolution SPOT-5 XS satellite scenes, reference object sets were created. Random Forests were built for both SPOT scenes and used to classify the images. Additionally, a stratified classification was carried out, by building separate Random Forests per landscape unit.Burrows were successfully classified in all landscape units. In the ‘steppe on floodplain’ areas, classification worked best: producer's and user's accuracy in those areas reached 88% and 100%, respectively. In the ‘floodplain’ areas with a more heterogeneous vegetation cover, classification worked least well; there, accuracies were 86 and 58% respectively. Stratified classification improved the results in all landscape units where comparison was possible (four), increasing kappa coefficients by 13, 10, 9 and 1%, respectively.In this study, an innovative stratification method using high- and medium resolution imagery was applied in order to map host distribution on a large spatial scale. The burrow maps we developed will help to detect changes in the distribution of great gerbil populations and, moreover, serve as a unique empirical data set which can be used as input for epidemiological plague models. This is an important step in understanding the dynamics of plague. 相似文献
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大沙鼠掘洞对准噶尔荒漠植物群落的小尺度影响 总被引：8，自引：2，他引：8
通过比较大沙鼠洞区和对照区植物种类组成、盖度和密度的差异,研究了大沙鼠掘洞对准噶尔荒漠植物群落物种组成和植被结构的小尺度影响。使用Mann-Whitney U检验表明,洞区植物种数(n=6.47)显著高于对照区(n=4.32)(z=5.55,p<0.01);洞区半灌木种数(n=0.89)显著低于对照区(n=1.21)(z=2.70,p<0.01)。由于大沙鼠的采食,建群种盐生假木贼(Anabasis salsa)在洞群区的出现频率,密度以及高度均显著低于对照区;洞区草本植物种数(n=5.55)显著高于对照区(n=3.11)(z=6.65,p<0.01)。3种多年生草本植物在洞区的密度均显著高于其在对照区的密度。在大沙鼠洞区,由于废弃的鼠洞入口塌陷而形成的坑洼中沉积的疏松粗质沙土促进了沙生针茅(Stipa glareosa)和细叶鸢尾(Iris tenuifolia)的生长发育。8种一年生植物中,盐生草(Halogeton glomeratus)、对叶盐蓬(Girgensohnia oppositiflora)、小车前(Plantagominuta)、鹤虱(Lappula semiglabra)和黄芪(Astragalussp.)的出现频率和密度在洞区均显著增加。尽管受到大沙鼠的采食,盐生草在洞区的出现频率和密度不仅没有减小,反而显著增加。这可能是由于大沙鼠对土壤的扰动,在洞区形成的裸地促进了盐生草等一年生植物的生长发育。 相似文献
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