Free Standard AU & NZ Shipping For All Book Orders Over $80!
Register      Login
Wildlife Research Wildlife Research Society
Ecology, management and conservation in natural and modified habitats
RESEARCH ARTICLE (Open Access)

The application of catch–effort models to estimate the efficacy of aerial shooting operations on sambar deer (Cervus unicolor)

David S. L. Ramsey https://orcid.org/0000-0002-4839-1245 A * , Damien McMaster B and Elaine Thomas C
+ Author Affiliations
- Author Affiliations

A Arthur Rylah Institute, Department of Energy, Environment and Climate Action, 123 Brown Street, Heidelberg, Vic. 3084, Australia.

B Biodiversity Division, Department of Energy, Environment and Climate Action, 8 Nicholson Street, East Melbourne, Vic. 3002, Australia.

C Parks Victoria, Tawonga South, Vic. 3698, Australia.

* Correspondence to: david.ramsey@delwp.vic.gov.au

Handling Editor: David Forsyth

Wildlife Research 50(9) 688-700 https://doi.org/10.1071/WR22123
Submitted: 11 July 2022  Accepted: 9 March 2023   Published: 6 June 2023

© 2023 The Author(s) (or their employer(s)). Published by CSIRO Publishing. This is an open access article distributed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (CC BY-NC-ND)

Abstract

Context: Aerial shooting from a helicopter targeting introduced sambar deer (Cervus unicolor) is a key activity being undertaken on public land in the North East and East Gippsland regions of Victoria. However, there is currently little published information on the efficacy of aerial shooting for reducing sambar deer populations in Australia.

Aims: The aims of this study were to analyse the operational data collected during an aerial shooting program in eastern Victoria, to assess the efficacy of aerial shooting at reducing sambar deer density and to inform management decisions on the required intensity of aerial shooting to achieve target densities.

Methods: Operational data (locations of all shot animals as well as aerial search effort) were analysed from 10 sites using a Bayesian generalised catch–effort model, which allowed for population changes between five periods of intensive control. The model allowed estimates of initial and residual abundance for each site to be made from the catch–effort data, which were used to estimate the efficacy of aerial shooting. Estimates of the detection rate of deer, which were allowed to vary with removal occasion and site, were then used to estimate the amount of aerial search effort required to reduce population densities by various proportional amounts.

Key results: Aerial shooting resulted in population reductions of 50–70% of sambar deer at four sites where aerial search intensities per unit area were highest. However, results at the remaining sites suggest that sambar deer densities have either remained static or increased over the five periods of aerial control. Recruitment of sambar deer between control periods, which was strongly influenced by study site elevation and season, was largely responsible for eroding reductions achieved by aerial shooting.

Conclusions: Catch–effort models applied to operational data collected during aerial shooting programs can be used to estimate control efficacy without the need for additional monitoring. Our analysis suggests that sufficiently high search intensities, around 1.4 km of search effort per km2 of habitat in each of five removal occasions, would need to be applied to achieve at least a 50% reduction in sambar deer densities.

Keywords: aerial shooting, bushfire recovery, catch–effort model, culling, dynamic N-mixture model, invasive species, removal models, ungulates.


References

Allison, PD (1982). Discrete-time methods for the analysis of event histories. Sociological Methodology 13, 61–98.
Discrete-time methods for the analysis of event histories.Crossref | GoogleScholarGoogle Scholar |

Barrette, M, Bélanger, L, De Grandpré, L, and Ruel, J-C (2014). Cumulative effects of chronic deer browsing and clear-cutting on regeneration processes in second-growth white spruce stands. Forest Ecology and Management 329, 69–78.
Cumulative effects of chronic deer browsing and clear-cutting on regeneration processes in second-growth white spruce stands.Crossref | GoogleScholarGoogle Scholar |

Bengsen, AJ, Forsyth, DM, Pople, A, Brennan, M, Amos, M, Leeson, M, Cox, TE, Gray, B, Orgill, O, Hampton, JO, Crittle, T, and Haebich, K (2022a). Effectiveness and costs of helicopter-based shooting of deer. Wildife Research , .
Effectiveness and costs of helicopter-based shooting of deer.Crossref | GoogleScholarGoogle Scholar |

Bengsen, AJ, Forsyth, DM, Ramsey, DSL, Amos, M, Brennan, M, Pople, AR, Comte, S, and Crittle, T (2022b). Estimating deer density and abundance using spatial mark–resight models with camera trap data. Journal of Mammalogy 103, 711–722.
Estimating deer density and abundance using spatial mark–resight models with camera trap data.Crossref | GoogleScholarGoogle Scholar |

Bennett, A, Fedrigo, M, and Greet, J (2022). A field method for rapidly assessing deer density and impacts in forested ecosystems. Ecological Management & Restoration 23, 81–88.
A field method for rapidly assessing deer density and impacts in forested ecosystems.Crossref | GoogleScholarGoogle Scholar |

Brooks, S, and Gelman, A (1998). General methods for monitoring convergence of iterative simulations. Journal of Computational and Graphical Statistics 7, 434–455.
General methods for monitoring convergence of iterative simulations.Crossref | GoogleScholarGoogle Scholar |

Chao, A, and Chang, S-H (1999). An estimating function approach to the inference of catch–effort models. Environmental and Ecological Statistics 6, 313–334.
An estimating function approach to the inference of catch–effort models.Crossref | GoogleScholarGoogle Scholar |

Choquenot, D, Hone, J, and Saunders, G (1999). Using aspects of predator–prey theory to evaluate helicopter shooting for feral pig control. Wildlife Research 26, 251–261.
Using aspects of predator–prey theory to evaluate helicopter shooting for feral pig control.Crossref | GoogleScholarGoogle Scholar |

Comte, S, Thomas, E, Bengsen, AJ, Bennett, A, Davis, NE, Freney, S, Jackson, SM, White, M, Forsyth, DM, and Brown, D (2022). Seasonal and daily activity of non-native sambar deer in and around high-elevation peatlands, south-eastern Australia. Wildlife Research , 659–672.
Seasonal and daily activity of non-native sambar deer in and around high-elevation peatlands, south-eastern Australia.Crossref | GoogleScholarGoogle Scholar |

Côté, SD, Rooney, TP, Tremblay, J-P, Dussault, C, and Waller, DM (2004). Ecological impacts of deer overabundance. Annual Review of Ecology, Evolution, and Systematics 35, 113–147.
Ecological impacts of deer overabundance.Crossref | GoogleScholarGoogle Scholar |

Dail, D, and Madsen, L (2011). Models for estimating abundance from repeated counts of an open metapopulation. Biometrics 67, 577–587.
Models for estimating abundance from repeated counts of an open metapopulation.Crossref | GoogleScholarGoogle Scholar |

Davis, NE, Bennett, A, Forsyth, DM, Bowman, DMJS, Lefroy, EC, Wood, SW, Woolnough, AP, West, P, Hampton, JO, and Johnson, CN (2016a). A systematic review of the impacts and management of introduced deer (family Cervidae) in Australia. Wildlife Research 43, 515.
A systematic review of the impacts and management of introduced deer (family Cervidae) in Australia.Crossref | GoogleScholarGoogle Scholar |

Davis, AJ, Hooten, MB, Miller, RS, Farnsworth, ML, Lewis, J, Moxcey, M, and Pepin, KM (2016b). Inferring invasive species abundance using removal data from management actions. Ecological Applications 26, 2339–2346.
Inferring invasive species abundance using removal data from management actions.Crossref | GoogleScholarGoogle Scholar |

Davis, AJ, Leland, B, Bodenchuk, M, VerCauteren, KC, and Pepin, KM (2018). Costs and effectiveness of damage management of an overabundant species (Sus scrofa) using aerial gunning. Wildlife Research 45, 696.
Costs and effectiveness of damage management of an overabundant species (Sus scrofa) using aerial gunning.Crossref | GoogleScholarGoogle Scholar |

DeLury, DB (1947). On the estimation of biological populations. Biometrics 3, 145–167.
On the estimation of biological populations.Crossref | GoogleScholarGoogle Scholar |

DELWP (2020) Victoria’s bushfire emergency: biodiversity response and recovery, version 2, August 2020. Biodiversity Division, Victorian Department of Environment, Land, Water and Planning, Melbourne, Vic., Australia.

DELWP (2021) Emergency response aerial shooting operation: technical report. Biodiversity Division, Victorian Department of Environment, Land, Water and Planning, Melbourne, Vic., Australia.

Dorazio, RM, Jelks, HL, and Jordan, F (2005). Improving removal-based estimates of abundance by sampling a population of spatially distinct subpopulations. Biometrics 61, 1093–1101.
Improving removal-based estimates of abundance by sampling a population of spatially distinct subpopulations.Crossref | GoogleScholarGoogle Scholar |

Forsyth, DM, Gormley, AM, Woodford, L, and Fitzgerald, T (2012). Effects of large-scale high-severity fire on occupancy and abundances of an invasive large mammal in south-eastern Australia. Wildlife Research 39, 555–564.
Effects of large-scale high-severity fire on occupancy and abundances of an invasive large mammal in south-eastern Australia.Crossref | GoogleScholarGoogle Scholar |

Forsyth, DM, Ramsey, DSL, Veltman, CJ, Allen, RB, Allen, WJ, Barker, RJ, Jacobson, CL, Nicol, SJ, Richardson, SJ, and Todd, CR (2013). When deer must die: large uncertainty surrounds changes in deer abundance achieved by helicopter- and ground-based hunting in New Zealand forests. Wildlife Research 40, 447–458.
When deer must die: large uncertainty surrounds changes in deer abundance achieved by helicopter- and ground-based hunting in New Zealand forests.Crossref | GoogleScholarGoogle Scholar |

Forsyth, DM, Wilson, DJ, Easdale, TA, Kunstler, G, Canham, CD, Ruscoe, WA, Wright, EF, Murphy, L, Gormley, AM, Gaxiola, A, and Coomes, DA (2015a). Century-scale effects of invasive deer and rodents on the dynamics of forests growing on soils of contrasting fertility. Ecological Monographs 85, 157–180.
Century-scale effects of invasive deer and rodents on the dynamics of forests growing on soils of contrasting fertility.Crossref | GoogleScholarGoogle Scholar |

Forsyth DM, Stamation K, Woodford L (2015b) Distributions of sambar deer, rusa deer and sika deer in Victoria. Unpublished client report for the Biosecurity Branch, Department of Economic Development, Jobs, Transport and Resources. Arthur Rylah Institute for Environmental Research, Victorian Department of Environment, Land, Water and Planning, Melbourne, Vic., Australia.

Gelman, A, Meng, XL, and Stern, H (1996). Posterior predictive assessment of model fitness via realized discrepancies. Statistica Sinica 6, 733–807.

Gould, WR, and Pollock, KH (1997). Catch-effort maximum likelihood estimation of important population parameters. Canadian Journal of Fisheries and Aquatic Sciences 54, 890–897.
Catch-effort maximum likelihood estimation of important population parameters.Crossref | GoogleScholarGoogle Scholar |

Haines, LM (2020). Multinomial N-mixture models for removal sampling. Biometrics 76, 540–548.
Multinomial N-mixture models for removal sampling.Crossref | GoogleScholarGoogle Scholar |

Hampton, JO, Jones, B, Perry, AL, Miller, CJ, and Hart, Q (2016). Integrating animal welfare into wild herbivore management: lessons from the Australian Feral Camel Management Project. The Rangeland Journal 38, 163–171.
Integrating animal welfare into wild herbivore management: lessons from the Australian Feral Camel Management Project.Crossref | GoogleScholarGoogle Scholar |

Hostetler, JA, and Chandler, RB (2015). Improved state–space models for inference about spatial and temporal variation in abundance from count data. Ecology 96, 1713–1723.
Improved state–space models for inference about spatial and temporal variation in abundance from count data.Crossref | GoogleScholarGoogle Scholar |

Latham, ADM, Cecilia Latham, M, Herries, D, Barron, M, Cruz, J, and Anderson, DP (2018). Assessing the efficacy of aerial culling of introduced wild deer in New Zealand with analytical decomposition of predation risk. Biological Invasions 20, 251–266.
Assessing the efficacy of aerial culling of introduced wild deer in New Zealand with analytical decomposition of predation risk.Crossref | GoogleScholarGoogle Scholar |

Link, WA, Converse, SJ, Yackel Adams, AA, and Hostetter, NJ (2018). Analysis of population change and movement using robust design removal data. Journal of Agricultural, Biological and Environmental Statistics 23, 463–477.
Analysis of population change and movement using robust design removal data.Crossref | GoogleScholarGoogle Scholar |

Mäntyniemi, S, Romakkaniemi, A, and Arjas, E (2005). Bayesian removal estimation of a population size under unequal catchability. Canadian Journal of Fisheries and Aquatic Sciences 62, 291–300.
Bayesian removal estimation of a population size under unequal catchability.Crossref | GoogleScholarGoogle Scholar |

NIMBLE Development Team (2022) NIMBLE: MCMC, particle filtering, and programmable hierarchical modeling. R package version 0.13.1. Available at https://cran.r-project.org/package=nimble

Parkes, JP, Ramsey, DSL, Macdonald, N, Walker, K, McKnight, S, Cohen, BS, and Morrison, SA (2010). Rapid eradication of feral pigs (Sus scrofa) from Santa Cruz Island, California. Biological Conservation 143, 634–641.
Rapid eradication of feral pigs (Sus scrofa) from Santa Cruz Island, California.Crossref | GoogleScholarGoogle Scholar |

Parks Victoria (2020) Aerial shooting guideline. Melbourne, Vic., Australia.

Pople, AR, Clancy, TF, Thompson, JA, and Boyd-Law, S (1998). Aerial survey methodology and the cost of control for feral goats in Western Queensland. Wildlife Research 25, 393–407.
Aerial survey methodology and the cost of control for feral goats in Western Queensland.Crossref | GoogleScholarGoogle Scholar |

Ramsey, DSL, Parkes, J, and Morrison, SA (2009). Quantifying eradication success: the removal of feral pigs from Santa Cruz Island, California. Conservation Biology 23, 449–459.
Quantifying eradication success: the removal of feral pigs from Santa Cruz Island, California.Crossref | GoogleScholarGoogle Scholar |

Rodriguez de Rivera, O, and McCrea, R (2021). Removal modelling in ecology: a systematic review. PLoS ONE 16, e0229965.
Removal modelling in ecology: a systematic review.Crossref | GoogleScholarGoogle Scholar |

Schnute, J (1983). A new approach to estimating populations by the removal method. Canadian Journal of Fisheries and Aquatic Sciences 40, 2153–2169.
A new approach to estimating populations by the removal method.Crossref | GoogleScholarGoogle Scholar |

St. Clair, K, Dunton, E, and Giudice, J (2013). A comparison of models using removal effort to estimate animal abundance. Journal of Applied Statistics 40, 527–545.
A comparison of models using removal effort to estimate animal abundance.Crossref | GoogleScholarGoogle Scholar |

Tanentzap, AJ, Burrows, LE, Lee, WG, Nugent, G, Maxwell, JM, and Coomes, DA (2009). Landscape-level vegetation recovery from herbivory: progress after four decades of invasive red deer control. Journal of Applied Ecology 46, 1064–1072.
Landscape-level vegetation recovery from herbivory: progress after four decades of invasive red deer control.Crossref | GoogleScholarGoogle Scholar |

Victorian Government (1986) Prevention of cruelty to animals act 1986: authorised version No. 096. Available at https://content.legislation.vic.gov.au/sites/default/files/2020-04/86-46aa096authorised.pdf

Victorian Government (2020) Interagency aviation operating procedure – Victoria SO 4.06- Aerial shooting operations. Melbourne, Vic., Australia.

Watter, K, Thomas, E, White, N, Finch, N, and Murray, PJ (2020). Reproductive seasonality and rate of increase of wild sambar deer (Rusa unicolor) in a new environment, Victoria, Australia. Animal Reproduction Science 223, 106630.
Reproductive seasonality and rate of increase of wild sambar deer (Rusa unicolor) in a new environment, Victoria, Australia.Crossref | GoogleScholarGoogle Scholar |

Wheeler, SH (1984). Feral donkeys: an assessment of control in the Kimberley. Journal of the Department of Agriculture, Western Australia 25, 24–26.

Zippin, C (1958). The removal method of population estimation. The Journal of Wildlife Management 22, 82–90.
The removal method of population estimation.Crossref | GoogleScholarGoogle Scholar |