Mapping key browse resources in a heterogeneous agricultural landscape

被引:1
|
作者
Mudzengi, Clarice P. [1 ,2 ,3 ]
Murwira, Amon [1 ]
Zengeya, Fadzai M. [1 ]
Halimani, Tinyiko [4 ]
Fritz, Herve [5 ]
Murungweni, Chrispen [6 ]
机构
[1] Univ Zimbabwe, Dept Geog & Environm Sci, Harare, Zimbabwe
[2] Grasslands Res Inst, Dept Res & Specialist Serv, Marondera, Zimbabwe
[3] Great Zimbabwe Univ, Garry Magadzire Sch Agr & Nat Sci, Masvingo, Zimbabwe
[4] Univ Zimbabwe, Dept Anim Sci, Harare, Zimbabwe
[5] Univ Claude Bernard Lyon, Lyon, France
[6] Chinhoyi Univ Technol, Dept Anim Prod & Technol, Chinhoyi, Zimbabwe
关键词
key browse species one class classification; spatial distribution; ONE-CLASS CLASSIFICATION; SPATIAL-DISTRIBUTION; DISTRIBUTION MODELS; REMOTE; VEGETATION; KAPPA; BIAS;
D O I
10.2989/10220119.2020.1740892
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
We investigated application of MaxEnt, a one-class classifier, in mapping the spatial distribution ofColophospermum mopane, Dichrostachys cinereaandSalvadora persicausing drainage, elevation, slope, soil and Normalised Difference Vegetation Index as environmental variables. Model performance was evaluated based on the area under the ROC curve (AUC), Kappa and Total Skills Statistic. The AUC results demonstrated the high predictive power of MaxEnt as test data values of all species, respectively, were 0.694, 0.754 and 0.998 (p< 0.05). Elevation contributed the most in explaining spatial distributions of all species. Results also indicated that several one-class species maps can be integrated into one species distribution map. We showed thatC. mopaneis likely to co-occur withD. cinereaandS. persica, whereasS. persicais likely to co-occur withD. cinerea. However, there was no habitat suitable for co-occurrence of all species. One-class species mapping can therefore be successful in heterogeneous agricultural landscapes.
引用
收藏
页码:181 / 189
页数:9
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