Abstract
Extensive resources are allocated to managing vertebrate pests, yet spatial understanding of pest threats, and how they respond to management, is limited at the regional scale where much decision-making is undertaken. We provide regional-scale spatial models and management guidance for European rabbits (Oryctolagus cuniculus) in a 260,791 km2 region in Australia by determining habitat suitability, habitat susceptibility and the effects of the primary rabbit management options (barrier fence, shooting and baiting and warren ripping) or changing predation or disease control levels. A participatory modelling approach was used to develop a Bayesian network which captured the main drivers of suitability and spread, which in turn was linked spatially to develop high resolution risk maps. Policy-makers, rabbit managers and technical experts were responsible for defining the questions the model needed to address, and for subsequently developing and parameterising the model. Habitat suitability was determined by conditions required for warren-building and by above-ground requirements, such as food and harbour, and habitat susceptibility by the distance from current distributions, habitat suitability, and the costs of traversing habitats of different quality. At least one-third of the region had a high probability of being highly suitable (support high rabbit densities), with the model supported by validation. Habitat susceptibility was largely restricted by the current known rabbit distribution. Warren ripping was the most effective control option as warrens were considered essential for rabbit persistence. The anticipated increase in disease resistance was predicted to increase the probability of moderately suitable habitat becoming highly suitable, but not increase the at-risk area. We demonstrate that it is possible to build spatial models to guide regional-level management of vertebrate pests which use the best available knowledge and capture fine spatial-scale processes.
This is a preview of subscription content,
to check access.








Similar content being viewed by others
References
Ames DP, Neilson BT, Stevens DK et al (2005) Using Bayesian networks to model watershed management decisions: an East Canyon Creek case study. J Hydroinformatics 07. 4:267–282
Banks PB, Dickman CR, Newsome AE (1998) Ecological costs of feral predator control: foxes and rabbits. J Wildl Manag 62:766–772
Barrio IC, Acevedo P, Tortosa FS (2010) Assessment of methods for estimating wild rabbit population abundance in agricultural landscapes. Eur J Wildl Res 56:335–340
Berman D, Cooke B (2008) A method for mapping the distribution and density of rabbits and other vertebrate pests in Australia. In: Saunders G, Lane C (eds) Proceedings of the 14th Australasian vertebrate pest conference. The vertebrate pests committee and the Invasive Animals Cooperative Research Centre, Canberra
Berman D, Brennan M, Elsworth P (2011) How can warren destruction by ripping control European wild rabbits (Oryctolagus cuniculus) on large properties in the Australian arid zone? Wildl Res 38:77–88
Berryman AA (1992) The origins and evolution of predator prey theory. Ecology 73:1530–1535
Bertolino S, Ingegno B, Girardello M (2011) Modelling the habitat requirements of invasive Eastern Cottontail (Sylvilagus floridanus) introduced to Italy. Eur J Wildl Res 57:267–274
Biggs A, Power R, Brough D (2003) A preliminary assessment of salinity risk modelling in the Queensland Murray-Darling Basin. Department of Natural Resources and Mines, Queensland
Biosecurity Queensland (2007) The history of barrier fences in Queensland. Fact sheet: Invasive plants and animals. The State of Queensland Department of Primary Industries and Fisheries Brisbane. http://www.daff.qld.gov.au/__data/assets/pdf_file/0017/91223/IPA-History-Barrier-Fence-PA25.pdf. Accessed 11 February 2014
Biosecurity Queensland (2008) The rabbit and its control. Fact sheet: Invasive plants and animals. The State of Queensland Department of Primary Industries and Fisheries Brisbane. http://www.ddmrb.org.au/Files/IPA-Rabbit-PA11.pdf. Accessed 15 October 2013
Cabezas S, Moreno S (2007) An experimental study of translocation success and habitat improvement in wild rabbits. Anim Conserv 10:340–348
Cacho OJ, Spring D, Hester S et al (2010) Allocating surveillance effort in the management of invasive species: a spatially-explicit model. Environ Model Softw 25:444–454
Carrasco LR, Cook D, Baker R et al (2012) Towards the integration of spread and economic impacts of biological invasions in a landscape of learning and imitating agents. Ecol Econ 76:95–103
Carvalho JC, Gomes P (2003) Habitat suitability model for European wild rabbit (Oryctolagus cuniculus) with implications for restocking. Game Wildl Sci 20:287–301
Collier N, Campbell BM, Sandker M et al (2011) Science for action: the use of scoping models in conservation and development. Environ Sci Policy 14:628–638
Commonwealth of Australia (2011) Feral European rabbit (Oryctolagus cuniculus) factsheet. In: Australian Government: Department of Sustainability E, Water, Population and Communities (eds). http://www.environment.gov.au/biodiversity/invasive/publications/pubs/rabbit.pdf. Accessed 4th June 2013
Cooke BD (2002) Rabbit haemorrhagic disease: field epidemiology and the management of wild rabbit populations. Rev Sci Tech OIE 21:347–358
Cooke BD, Fenner F (2002) Rabbit haemorrhagic disease and the biological control of wild rabbits, Oryctolagus cuniculus, in Australia and New Zealand. Wildl Res 29:689–706
Cooke B, Saunders G (2002) Forward to ‘Rabbit haemorrhagic disease in Australia and New Zealand’. Wildl Res 29(6)
Cooke B, Jones R, Gong W (2010) An economic decision model of wild rabbit Oryctolagus cuniculus control to conserve Australian native vegetation. Wildl Res 37:558–565
Cowled BD, Giannini F, Beckett SD et al (2009) Feral pigs: predicting future distributions. Wildl Res 36:242–251
DAFF (2008) Rabbit control in Queensland: a guide for land managers. The State of Queensland, Department of Primary Industries and Fisheries. http://www.ddmrb.org.au/Files/IPA-Rabbit-Control-In-Queensland.pdf. Accessed 4 October 2013
DAFF (2012) Rabbit. In: The State of Queensland (Department of Agriculture, Fisheries and Forestry), www.daff.qld.gov.au/4790_8288.htm. Accessed 8 April 2013
DDMRB (2005) Darling Downs—Moreton Rabbit Board. http://www.ddmrb.org.au/. Accessed 11 March 2013
DEEDI (2010) Factsheet declared Class 2 pest Animal: the rabbit and its control. In: The State of Queensland DoE, Economic Development and Innovation (ed). http://www.daff.qld.gov.au/documents/Biosecurity_EnvironmentalPests/IPA-Rabbit-PA11.pdf. Accessed 4th June 2013
Department of the Environment W, Heritage, the Arts (2010) IBRA Version 6.1. http://www.environment.gov.au/parks/nrs/science/bioregion-framework/ibra/index.html. Australian Government. Accessed 21 May 2013
DERM (2005) Factsheet pest series: history of barrier fences in Queensland. In: Queensland DoNRaMTSo (ed). http://www.ddmrb.org.au/Files/History%20of%20Barrier%20Fences.pdf. Accessed 15 April 2013
DERM (2010) Queensland Ground Cover Index 50th Percentile Time Series—QLD_GCI_50_PERCENTILE_MEDIAN_1986_2009. Queensland Department of Environment and Resource Management
Discover Murray (2009) The Murray-Darling Basin. http://www.murrayriver.com.au/about-the-murray/murray-darling-basin/. Accessed 2 February 2013
Edwards GP, Zeng B, Saalfeld WK et al (2010) Evaluation of the impacts of feral camels. Rangel J 32:43–54
Elsworth PG, Kovaliski J, Cooke BD (2012) Rabbit haemorrhagic disease: are Australian rabbits (Oryctolagus cuniculus) evolving resistance to infection with Czech CAPM 351 RHDV? Epidemiol Infect 140:1972–1981
ESRI (2010) ArcGIS 10. www.esri.com
Fenner F (1959) MYXOMATOSIS. Br Med Bull 15:240–245
Fernandez N (2005) Spatial patterns in European rabbit abundance after a population collapse. Landscape Ecol 20:897–910
Ficetola GF, Thuiller W, Padoa-Schioppa E (2009) From introduction to the establishment of alien species: bioclimatic differences between presence and reproduction localities in the slider turtle. Divers Distrib 15:108–116
Gallien L, Munkemuller T, Albert CH et al (2010) Predicting potential distributions of invasive species: where to go from here? Divers Distrib 16:331–342
Gallien L, Douzet R, Pratte S et al (2012) Invasive species distribution models—how violating the equilibrium assumption can create new insights. Glob Ecol Biogeogr 21:1126–1136
Gea-Izquierdo G, Munoz-Igualada J, San Miguel-Ayanz A (2005) Rabbit warren distribution in relation to pasture communities in Mediterranean habitats: consequences for management of rabbit populations. Wildl Res 32:723–731
Gong W, Sinden J, Braysher M et al (2009) The economic impacts of vertebrate pests in Australia. Invasive Animals Cooperative Research Centre, Canberra, p 60
Gotelli NJ (1998) A primer of ecology. Sinauer Associates Inc, Sunderland
Hamilton GS, Mather PB, Wilson JC (2006) Habitat heterogeneity influences connectivity in a spatially structured pest population. J Appl Ecol 43:219–226
Hearne Scientific Software (2004) CLIMEX V.3 DYMEX. CSIRO Australia
Holden C, Mutze G (2002) Impact of rabbit haemorrhagic disease on introduced predators in the Flinders Ranges, South Australia. Wildl Res 29:615–626
Iordan F, Rushton SP, Macdonald DW et al (2012) Predicting the spread of feral populations of the American mink in Italy: is it too late for eradication? Biol Invasions 14:1895–1908
Kearney M, Phillips BL, Tracy CR et al (2008) Modelling species distributions without using species distributions: the cane toad in Australia under current and future climates. Ecography 31:423–434
Kohavi R, Provost F (1998) Glossary of terms. Mach Learn 30:271–274
Kunkele J, vonHolst D (1996) Natal dispersal in the European wild rabbit. Anim Behav 51:1047–1059
Larson MA, Thompson FR, Millspaugh JJ et al (2004) Linking population viability, habitat suitability, and landscape simulation models for conservation planning. Ecol Model 180:103–118
Lombardi L, Fernandez N, Moreno S (2007) Habitat use and spatial behaviour in the European rabbit in three Mediterranean environments. Basic Appl Ecol 8:453–463
Marai IFM, Habeeb AAM, Gad AE (2002) Rabbits’ productive, reproductive and physiological performance traits as affected by heat stress: a review. Livest Prod Sci 78:71–90
Marsack P, Campbell G (1990) Feeding-behavior and diet of dingoes in the Nullarbor region, Western Australia. Aust Wildl Res 17:349–357
McGlinchy A (2011) Review of existing decision support systems for rabbit management. Landcare Research, Lincoln
McIlroy JC, Gifford EJ (1992) Secondary poisoning hazards associated with 1080-treated carrot-baiting campaigns against rabbits, Oryctolagus cuniculus. Wildl Res 19:629–641
McMahon CR, Brook BW, Collier N et al (2010) Spatially explicit spreadsheet modelling for optimising the efficiency of reducing invasive animal density. Methods Ecol Evol 1:53–68
McPhee SR, Butler KL (2010) Long-term impact of coordinated warren ripping programmes on rabbit populations. Wildl Res 37:68–75
Monzon A, Fernandes P, Rodrigues N (2004) Vegetation structure descriptors regulating the presence of wild rabbit in the National Park of Peneda-Geres, Portugal. Eur J Wildl Res 50:1–6
Murray JV, Stokes KE, van Klinken RD (2012) Predicting the potential distribution of a riparian invasive plant: the effects of changing climate, flood regimes and land-use patterns. Glob Change Biol 18:1738–1753
Myers K, Poole WE (1959) A study of the biology of the wild rabbit, Oryctolagus cuniculus (L.) in confined populations: I. The effects of density on home range and the formation of breeding groups. Wildl Res 4:14–26
Newsome A (1999) Predation rules. In: Saunders D, Spratt D, VanWensveen M (eds) Perspectives on wildlife research: celebrating 50 years of CSIRO wildlife and ecology. CSIRO, pp. 72–78
Newsome AE, Catling PC, Cooke BD et al (2001) Two ecological universes separated by the dingo barrier fence in semi-arid Australia: interactions between landscapes, herbivory and carnivory, with and without dingoes. Rangel J 23:71–98
Norsys Software Corp (2009) Netica 4.12. http://www.norsys.com
O’Hagan A, Buck CE, Daneshkhah A et al (2006) Uncertain judgements: eliciting experts’ probabilities. Wiley, West Sussex
Parer I (1982) Dispersal of the wild rabbit, Oryctolagus cuniculus, at Urana in New South Wales. Aust Wildl Res 9:427–441
Pech RP, Hood GM (1998) Foxes, rabbits, alternative prey and rabbit calicivirus disease: consequences of a new biological control agent for an outbreaking species in Australia. J Appl Ecol 35:434–453
Petrovan SO, Barrio IC, Ward AI et al (2011) Farming for pests? Local and landscape-scale effects of grassland management on rabbit densities. Eur J Wildl Res 57:27–34
Qld Regional NRM Groups Collective (2010) Targeting key to cost effective rabbit control in the Murray-Darling. Queensland’s NRM Rumble: weeds and pest animal management in Queensland. http://www.rgc.org.au/wp-content/uploads/2012/10/Rumble-10-pest-plants-and-animals-2010.pdf, Queensland Regional Natural Resource Management Groups’ Collective—Chair’s Report. Accessed 4 June 2013
QMDC (2012) Queensland Murray Darling Committee rabbit management. http://www.qmdc.org.au/search/result/we3pyfmiiumbuco9xjp7. Accessed 4 June 2013
QMDC (2013) Land managers ready and able to rid the rabbit…. Queensland Murray Darling Commission http://www.qmdc.org.au/module/documents/download/1745. Accessed 13 October 2013
RabbitScan (2009) Rabbit Scan. http://www.feralscan.org.au/rabbitscan/default.aspx. Accessed 4 June 2013
Rachlow JL, Svancara LK (2006) Prioritizing habitat for surveys of an uncommon mammal: a modeling approach applied to pygmy rabbits. J Mammal 87:827–833
Read JL, Cunningham R (2010) Relative impacts of cattle grazing and feral animals on an Australian arid zone reptile and small mammal assemblage. Aust Ecol 35:314–324
Robinet C, Kehlenbeck H, Kriticos DJ et al (2012) A suite of models to support the quantitative assessment of spread in pest risk analysis. PLoS ONE 7:e43366
Rueda M, Rebollo S, Galvez-Bravo L et al (2008) Habitat use by large and small herbivores in a fluctuating Mediterranean ecosystem: implications of seasonal changes. J Arid Environ 72:1698–1708
Russell BG, Letnic M, Fleming PJS (2011) Managing feral goat impacts by manipulating their access to water in the rangelands. Rangel J 33:143–152
Ryan S (2006) A spatial location-allocation GIS framework for managing water resources in a savanna nature reserve. South Afr J Wildl Res 35:163–178
Sanchez DM, Rachlow JL (2008) Spatio-temporal factors shaping diurnal space use by pygmy rabbits. J Wildl Manag 72:1304–1310
Saunders G, Berghout M, Kay B et al (2004) The diet of foxes (Vulpes vulpes) in south-eastern Australia and the potential effects of rabbit haemorrhagic disease. Wildl Res 31:13–18
Saunders G, Cooke B, McColl K et al (2010) Modern approaches for the biological control of vertebrate pests: an Australian perspective. Biol Control 52:288–295
Sharp T, Saunders G (2004) Ground baiting of rabbits with 1080: RAB002. Department of the Environment and Heritage, Canberra, p 14. http://nrmonline.nrm.gov.au/catalog/mql:1306. Accessed 16 September 2013
Shiels AB (2011) Frugivory by introduced black rats (Rattus rattus) promotes dispersal of invasive plant seeds. Biol Invasions 13:781–792
Smith GC, Prickett AJ, Cowan DP (2007) Costs and benefits of rabbit control options at the local level. Int J Pest Manag 53:317–321
Smith C, van Klinken RD, Seabrook L et al (2012) Estimating the influence of land management change on weed invasion potential using expert knowledge. Divers Distrib 18:818–831
Spetzler CS, von Holstein CS (1975) Probability encoding in decision analysis. Manage Sci 22:340–358
Stewart-Koster B, Bunn SE, Mackay SJ, Mackay SJ, Poff NL, Naiman RJ, Lake PS (2010) The use of Bayesion networks to guide investments in flow and catchment restoration for impaired river ecosystems. Freshw Biol 55:243–260
Sullivan R (2011) Rabbits’ resurgence puts the bush under pressure. Ecos http://www.ecosmagazine.com/?paper=EC11137. Accessed 4 June 2013
Sutherst RW, Maywald GF, Bottomley W et al (2004) CLIMEX Version 2 User's Guide. Hearne Scientific Software Pty Ltd, Melbourne, Australia
Tash JP, Litvaitis JA (2007) Characteristics of occupied habitats and identification of sites for restoration and translocation of New England cottontail populations. Biol Conserv 137:584–598
Tompkins DM, Byrom AE, Pech RP (2013) Predicted responses of invasive mammal communities to climate-related changes in mast frequency in forest ecosystems. Ecol Appl 23:1075–1085
Travis JMJ, Park KJ (2004) Spatial structure and the control of invasive alien species. Anim Conserv 7:321–330
Van Klinken RD, Murray JV, Smith C (in press) Integrative pest risk maps built from Bayesian networks. In: Venette R (ed) Pest risk modelling and mapping for invasive Alien Species CABI, London
Wangersky PJ (1978) Lotka-Volterra population models. Annu Rev Ecol Syst 9:189–218
Wheeler SH, King DR (1985) The European rabbit in Southwestern Australia. 3. Survival. Aust Wildl Res 12:213–225
Williams K, Parer I, Coman B et al (1995) Managing vertebrate pests: rabbits. Bureau of Resource Sciences & CSIRO Division of Wildlife and Ecology, Canberra, p 284
Wilson JC, Fuller SJ, Mather PB (2002) Formation and maintenance of discrete wild rabbit (Oryctolagus cuniculus) population systems in arid Australia: habitat heterogeneity and management implications. Austral Ecol 27:183–191
Wilson TL, Odei JB, Hooten MB et al (2010) Hierarchical spatial models for predicting pygmy rabbit distribution and relative abundance. J Appl Ecol 47:401–409
Yamada K, Elith J, McCarthy M et al (2003) Eliciting and integrating expert knowledge for wildlife habitat modelling. Ecol Model 165:251–264
Zuberogoitia I, Gonzalez-Oreja JA, Zabala J et al (2010) Assessing the control/eradication of an invasive species, the American mink, based on field data; how much would it cost? Biodivers Conserv 19:1455–1469
Acknowledgments
We thank the eleven experts who gave us their valuable time to attend the 2-day workshop and participate in the modelling exercise. We thank Luis Laredo and Pierre Audois for help with the spatial modelling and map creation. We would also like to thank Brian Cooke and Darren Kriticos for the CLIMEX parameters for use in the model. We thank the internal CSIRO reviewers (Peter Durr and Hazel Parry) and external reviewers for their critical insights on the manuscript. We thank the Queensland Murray Darling Committee, especially Darren Marshall and Vanessa MacDonald, for encouragement and financial and administrative support provided in this study and the associated workshop.
Author information
Authors and Affiliations
Corresponding author
Electronic supplementary material
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Murray, J.V., Berman, D.M. & van Klinken, R.D. Predictive modelling to aid the regional-scale management of a vertebrate pest. Biol Invasions 16, 2403–2425 (2014). https://doi.org/10.1007/s10530-014-0673-6
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10530-014-0673-6