Modelling seasonal habitat suitability for wide-ranging species: Invasive wild pigs in northern Australia

作者: Jens G. Froese , Carl S. Smith , Peter A. Durr , Clive A. McAlpine , Rieks D. van Klinken

DOI: 10.1371/JOURNAL.PONE.0177018

关键词:

摘要: Invasive wildlife often causes serious damage to the economy and agriculture as well environmental, human animal health. Habitat models can fill knowledge gaps about species distributions assist planning mitigate impacts. Yet, model accuracy utility may be compromised by small study areas limited integration of ecology or temporal variability. Here we modelled seasonal habitat suitability for wild pigs, a widespread harmful invader, in northern Australia. We developed resource-based, spatially-explicit regional-scale approach using Bayesian networks spatial pattern analysis. integrated important ecological factors such variability environmental conditions, breeding requirements home range movements. The was parameterized during structured, iterative expert elicitation process applied wet season dry scenario. Model performance uncertainty evaluated against independent distributional data sets. Validation results showed that an expert-averaged accurately predicted empirical pig presences Australia both scenarios. largely associated with different assumptions pigs' resource-seeking varied considerably between seasons, retracting resource-abundant rainforest, wetland agricultural refuge expanding widely into surrounding grassland floodplains, savanna woodlands coastal shrubs season. Overall, our suggested suitable is less available than previously thought. Mapped used quantify impacts, assess risks, justify management investments target control activities. Our methods are applicable other wide-ranging species, especially data-poor situations.

参考文章(71)
D Jones, W Wang, R Fawcett, High-quality spatial climate data-sets for Australia Australian Meteorological and Oceanographic Journal. ,vol. 58, pp. 233- 248 ,(2009) , 10.22499/2.5804.003
Andrew J. Bengsen, Matthew N. Gentle, James L. Mitchell, Hayley E. Pearson, Glen R. Saunders, Impacts and management of wild pigs Sus scrofa in Australia Mammal Review. ,vol. 44, pp. 135- 147 ,(2014) , 10.1111/MAM.12011
Heather Bird Jackson, Lenore Fahrig, Are ecologists conducting research at the optimal scale Global Ecology and Biogeography. ,vol. 24, pp. 52- 63 ,(2015) , 10.1111/GEB.12233
Marissa F. McBride, Fiona Fidler, Mark A. Burgman, Evaluating the accuracy and calibration of expert predictions under uncertainty: Predicting the outcomes of ecological research Diversity and Distributions. ,vol. 18, pp. 782- 794 ,(2012) , 10.1111/J.1472-4642.2012.00884.X
R. V. O'Neill, R. H. Gardner, Monica Goigel Turner, Landscape Ecology in Theory and Practice: Pattern and Process ,(2016)
Petra M. Kuhnert, Tara G. Martin, Shane P. Griffiths, A guide to eliciting and using expert knowledge in Bayesian ecological models Ecology Letters. ,vol. 13, pp. 900- 914 ,(2010) , 10.1111/J.1461-0248.2010.01477.X