Startseite Using photo by-catch data to reliably estimate spotted hyaena densities over time
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Using photo by-catch data to reliably estimate spotted hyaena densities over time

  • Peter J. Roberts , Dave J. Druce , Nokubonga Mgqatsa und Daniel M. Parker ORCID logo EMAIL logo
Veröffentlicht/Copyright: 1. Januar 2024
Mammalia
Aus der Zeitschrift Mammalia Band 88 Heft 2

Abstract

Protected areas are becoming increasingly isolated refugia for large carnivores but remain critical for their survival. Spotted hyaenas (Crocuta crocuta) are important members of the African large carnivore guild but, like other members of the guild, routinely come into conflict with people because of their large home ranges that are not always confined to protected areas. To effectively conserve spotted hyaena populations, it is paramount to monitor their abundance through reliable and cost-effective techniques. We estimated the density of spotted hyaenas in Hluhluwe–iMfolozi Park (HiP), South Africa using camera trap images and a spatially explicit capture-recapture (SECR) framework between 2013 and 2018. We estimated an average of 18.29 ± 3.27 spotted hyaenas per 100 km2 between 2013 and 2018, with an annual estimated high of 20.83/100 km2 in 2014 and a low of 11.98/100 km2 in 2015. Our results demonstrate that camera trap by-catch data can be used for estimating spotted hyaena densities over time. We believe that given the widespread use and deployment of camera traps across Africa, collaborative efforts to use existing data to improve regional and continental estimates and population trends for spotted hyaenas should be a priority.


Corresponding author: Daniel M. Parker, School of Biology and Environmental Sciences, University of Mpumalanga, Mbombela, 1200, South Africa, E-mail:

Award Identifier / Grant number: N/A

Acknowledgments

We are greatly appreciative for the support provided by Hluhluwe-iMfolozi Park Management. We also thank Wildlife ACT for logistical and financial support, and the National Research Foundation for their financial support. We thank Ezemvelo KZN Wildlife and Panthera for giving permission and helping facilitate this research. This work formed part of a registered research project with Ezemvelo KZN Wildlife (registration number: E/5180/02) with data provided by Panthera and EKZNW. The constructive comments of the Associate Editor and two anonymous reviewers also strengthened the final version of the manuscript.

  1. Research ethics: Our research was conducted in accordance with all applicable laws and regulations of the Republic of South Africa. The research did not involve the capture and/or handling of any vertebrate animals and was approved by the appropriate permitting authority – Ezemvelo KZN Wildlife (registration number: E/5180/02).

  2. Author contributions: The authors have accepted responsibility for the entire content of this manuscript and approved its submission. PJR, DD, NM & DMP conceived the idea, PJR collected and analysed the data, DMP wrote the initial manuscript draft and all authors contributed equally to the final manuscript.

  3. Competing interests: The authors state no conflict of interest.

  4. Research funding: The National Research Foundation of South Africa granted a student stipend to PJR.

  5. Data availability: All data are provided in the supplementary material and are available from the authors upon reasonable request.

References

Amin, R., Wilkinson, A., Williams, K.S., Martins, Q.E., and Hayward, J. (2022). Assessing the status of leopard in the Cape Fold Mountains using a Bayesian spatial capture–recapture model in Just Another Gibbs Sampler. Afr. J. Ecol. AJE 60: 12944, https://doi.org/10.1111/aje.12944.Suche in Google Scholar

Balme, G.A., Slotow, R., and Hunter, L.T.B. (2009). Impact of conservation interventions on the dynamics and persistence of a persecuted leopard (Panthera pardus) population. Biol. Conserv. 142: 2681–2690, https://doi.org/10.1016/j.biocon.2009.06.020.Suche in Google Scholar

Cardillo, M., Purvis, A., Sechrest, W., Gittleman, J.L., Bielby, J., and Mace, G.M. (2004). Human population density and extinction risk in the world’s arnivores. PLoS Biol. 2: e197, https://doi.org/10.1371/journal.pbio.0020197.Suche in Google Scholar PubMed PubMed Central

Cozzi, G., Broekhuis, F., McNutt, J.W., and Schmid, B. (2013). Density and habitat use of lions and spotted hyenas in northern Botswana and the influence of survey and ecological variables on call-in survey estimation. Biodivers. Conserv. 22: 2937–2956, https://doi.org/10.1007/s10531-013-0564-7.Suche in Google Scholar

Crall, J.P., Stewart, C.V., Berger-Wolf, T.Y., Rubenstein, D.I., and Sundaresan, S.R. (2013). HotSpotter – patterned species instance recognition. In: 2013 IEEE Workshop on Applications of Computer Vision (WACV), pp. 230–237, https://doi.org/10.1109/WACV.2013.6475023.Suche in Google Scholar

Cromsigt, J.P.G.M., Archibald, S., and Owen-Smith, R.N. (2017). Conserving Africa’s mega-diversity in the Anthropocene: the Hluhluwe-iMfolozi Park story. Cambridge University Press, Cambridge.10.1017/9781139382793Suche in Google Scholar

Cunha, G.R., Risbridger, G., Wang, H., Place, N.J., Grumbach, M., Cunha, T.J., Weldele, M., Conley, A.J., Barcellos, D., Agarwal, S., et al.. (2014). Development of the external genitalia: perspectives from the spotted hyena (Crocuta crocuta). Differentiation 87: 4–22, https://doi.org/10.1016/j.diff.2013.12.003.Suche in Google Scholar PubMed PubMed Central

Digikam Developers Team (2018). Digikam (5.9.0). Digikam.Suche in Google Scholar

Dolrenry, S., Stenglein, J., Hazzah, L., Lutz, R.S., and Frank, L. (2014). A metapopulation approach to African lion (Panthera leo) conservation. PLoS ONE 9: e88081, https://doi.org/10.1371/journal.pone.0088081.Suche in Google Scholar PubMed PubMed Central

Efford, M. (2021). secr: Spatially explicit capture-recapture models. R package version 4.5.1. https://CRAN.Rproject.org/package=secr.Suche in Google Scholar

Efford, M.G., Borchers, D.L., and Byrom, A.E. (2009) Density estimation by spatially explicit capture–recapture: likelihood-based methods. In: Thomson, D.L., Cooch, E.G., and Conroy, M.J. (Eds.). Modeling demographic processes in marked populations. Springer US, pp. 255–269.10.1007/978-0-387-78151-8_11Suche in Google Scholar

Frankham, R., Briscoe, D.A., and Ballou, J.D. (2002). Introduction to conservation genetics. Cambridge University Press, Cambridge.10.1017/CBO9780511808999Suche in Google Scholar

Gilbert, N.A., Clare, J.D.J., Stenglein, J.L., and Zuckerberg, B. (2021). Abundance estimation of unmarked animals based on camera‐trap data. Conserv. Biol. 35: 88–100, https://doi.org/10.1111/cobi.13517.Suche in Google Scholar PubMed

Gopalaswamy, A.M., Royle, J.A., Hines, J.E., Singh, P., Jathanna, D., Kumar, N.S., and Karanth, K.U. (2012). Program SPACECAP: software for estimating animal density using spatially explicit capture-recapture models. Methods Ecol. Evol. 3: 1067–1072, https://doi.org/10.1111/j.2041-210X.2012.00241.x.Suche in Google Scholar

Graf, J.A., Somers, M.J., Gunther, M.S., and Slotow, R. (2009). Heterogeneity in the density of spotted hyaenas in Hluhluwe-iMfolozi Park, South Africa. Acta Theriol. 54: 333–343, https://doi.org/10.4098/j.at.0001-7051.095.2008.Suche in Google Scholar

Harihar, A., Ghosh, M., Fernandes, M., Pandav, B., and Goyal, S.P. (2010). Use of photographic capture-recapture sampling to estimate density of Striped Hyena (Hyaena hyaena): implications for conservation. Mammalia 74: 83–87, https://doi.org/10.1515/mamm.2009.072.Suche in Google Scholar

Hunnicutt, A., Power, R.J., Lerm, L., Page-Nicholson, S.K., Mills, M.G.L., Camacho, G., Dalerum, F., and Child, M.F. (2016). A conservation assessment of Crocuta crocuta. In: The red list of mammals of South Africa, Swaziland and Lesotho, 1st ed. South African National Biodiversity Institute, Pretoria, pp. 1–9.Suche in Google Scholar

IUCN. (2014). Crocuta crocuta: Bohm, T. and Höner, O.R.: The IUCN Red List of Threatened Species 2015: e.T5674A45194782 [Data set]. International Union for Conservation of Nature.Suche in Google Scholar

Keiter, D.A., Davis, A.J., Rhodes, O.E., Cunningham, F.L., Kilgo, J.C., Pepin, K.M., and Beasley, J.C. (2017). Effects of scale of movement, detection probability, and true population density on common methods of estimating population density. Sci. Rep. 7: 9446, https://doi.org/10.1038/s41598-017-09746-5.Suche in Google Scholar PubMed PubMed Central

Lindsey, P., Tambling, C.J., Brummer, R., Davies-Mostert, H., Hayward, M., Marnewick, K., and Parker, D. (2011). Minimum prey and area requirements of the vulnerable cheetah Acinonyx jubatus: implications for reintroduction and management of the species in South Africa. Oryx 45: 587–599, https://doi.org/10.1017/S003060531000150X.Suche in Google Scholar

Mann, G., Pitman, R., Rogan, M., Whittington-Jones, G., Broadfield, J., Taylor, J., Knutson, T., Kelly, C., and Balme, G.A. (2019a). Report on leopard population densities and trends in KwaZulu-Natal. Internal report. South African Leopard Monitoring Project, Panthera.Suche in Google Scholar

Mann, G.K.H., Wilkinson, A., Hayward, J., Drouilly, M., O’Riain, M.J., and Parker, D.M. (2019b). The effects of aridity on land use, biodiversity and dietary breadth in leopards. Mamm. Biol. 98: 43–51, https://doi.org/10.1016/j.mambio.2019.07.003.Suche in Google Scholar

Mbongwa, S. (2020). The role of elephants in Hluhluwe-iMfolozi Park: perceived versus measured effects on woody vegetation. Nelson Mandela University, Port Elizabeth.Suche in Google Scholar

Miller, S.M., Bissett, C., Burger, A., Courtenay, B., Dickerson, T., Druce, D.J., Ferreira, S., Funston, P.J., Hofmeyr, D., Kilian, P.J., et al.. (2013). Management of reintroduced lions in small, fenced reserves in South Africa: an assessment and guidelines. South Afr. J. Wildlife Res. 43: 138–154, https://doi.org/10.3957/056.043.0202.Suche in Google Scholar

Miller, S.M., Harper, C.K., Bloomer, P., Hofmeyr, J., and Funston, P.J. (2015). Fenced and fragmented: conservation value of managed metapopulations. PLoS ONE 10: e0144605, https://doi.org/10.1371/journal.pone.0144605.Suche in Google Scholar PubMed PubMed Central

Mills, M.G.L. and Hofer, H. (1998). Hyaenas: status survey and conservation action plan. IUCN, Gland.Suche in Google Scholar

Mills, M.G.L., Juritz, J.M., and Zucchini, W. (2001). Estimating the size of spotted hyaena (Crocuta crocuta) populations through playback recordings allowing for non-response. Anim. Conserv. 4: 335–343, https://doi.org/10.1017/S1367943001001391.Suche in Google Scholar

Niedballa, J., Sollmann, R., Courtiol, A., and Wilting, A. (2016). camtrapR: an R package for efficient camera trap data management. Methods Ecol. Evol. 7: 1457–1462, https://doi.org/10.1111/2041-210X.12600.Suche in Google Scholar

Noss, A.J., Gardner, B., Maffei, L., Cuéllar, E., Montaño, R., Romero-Muñoz, A., Sollman, R., and O’Connell, A.F. (2012). Comparison of density estimation methods for mammal populations with camera traps in the Kaa-Iya del Gran Chaco landscape: density estimation with camera traps in the Chaco. Anim. Conserv. 15: 527–535, https://doi.org/10.1111/j.1469-1795.2012.00545.x.Suche in Google Scholar

Olliff, E., Cline, C., Bruen, D., Yarmchuk, E., Pickles, R., and Hunter, L. (2014). The Pantheracam: a camera-trap optimized for monitoring wild felids. Wild Felid Mon. 7: 21–28.Suche in Google Scholar

R Core Team (2021). R: a language and environment for statistical computing. R Foundation for Statistical Computing. https://www.R-project.org/.Suche in Google Scholar

Ray, J.C., Hunter, L., and Zigouris, J. (2005). Setting conservation and research priorities for larger African carnivores, Vol. 24. Wildlife Conservation Society, New York.Suche in Google Scholar

Rich, L.N., Kelly, M.J., Sollmann, R., Noss, A.J., Maffei, L., Arispe, R.L., Paviolo, A., De Angelo, C.D., Di Blanco, Y.E., and Di Bitetti, M.S. (2014). Comparing capture-recapture, mark-resight, and spatial mark-resight models for estimating puma densities via camera traps. J. Mammal. 95: 382–391, https://doi.org/10.1644/13-MAMM-A-126.Suche in Google Scholar

Roberts, P.J. (2022). Assessing the density and distribution of spotted hyaenas (Crocuta crocuta) in Hluhluwe–iMfolozi Park, KwaZulu-Natal, South Africa. MSc thesis. Rhodes University.Suche in Google Scholar

Royle, J.A., Chandler, R.B., Sollmann, R., and Gardner, B. (2014). Spatial capture-recapture. Elsevier, Waltham, MA.10.1016/B978-0-12-405939-9.00005-0Suche in Google Scholar

Scholes, R.J. and Mennell, K.G. (2008). Elephant management: a scientific assessment for South Africa. Wits University Press.10.18772/22008034792Suche in Google Scholar

Sollmann, R., Furtado, M.M., Gardner, B., Hofer, H., Jácomo, A.T.A., Tôrres, N.M., and Silveira, L. (2011). Improving density estimates for elusive carnivores: accounting for sex-specific detection and movements using spatial capture–recapture models for jaguars in central Brazil. Biol. Conserv. 144: 1017–1024, https://doi.org/10.1016/j.biocon.2010.12.011.Suche in Google Scholar

Swanepoel, L.H., Lindsey, P., Somers, M.J., Van Hoven, W., and Dalerum, F. (2014). The relative importance of trophy harvest and retaliatory killing of large carnivores: South African leopards as a case study. South Afr. J. Wildlife Res. 44: 115–134, https://doi.org/10.3957/056.044.0210.Suche in Google Scholar

Tarugara, A. and Clegg, B.W. (2022). Using by‐catch camera trapping data for estimating the population size of spotted hyaenas (Crocuta crocuta). Afr. J. Ecol.: AJE 13062, https://doi.org/10.1111/aje.13062.Suche in Google Scholar

Trinkel, M., Fleischmann, P.H., Steindorfer, A.F., and Kastberger, G. (2004). Spotted hyenas (Crocuta crocuta) follow migratory prey. Seasonal expansion of a clan territory in Etosha, Namibia. J. Zool. 264: 125–133, https://doi.org/10.1017/S0952836904005588.Suche in Google Scholar

Trinkel, M., Ferguson, N., Reid, A., Reid, C., Somers, M., Turelli, L., Graf, J., Szykman, M., Cooper, D., Haverman, P., et al.. (2008). Translocating lions into an inbred lion population in the Hluhluwe-iMfolozi Park, South Africa. Anim. Conserv. 11: 138–143, https://doi.org/10.1111/j.1469-1795.2008.00163.x.Suche in Google Scholar

Whateley, A. (1981). Density and home range of spotted hyena in iMfolozi Game reserve. Lammergeyer 31: 15–20.Suche in Google Scholar

Whateley, A. and Brooks, P.M. (1978). Numbers and movement of spotted hyena in Hluhluwe. Lammergeyer 28: 44–52.Suche in Google Scholar

Williams, K.S., Pitman, R.T., Mann, G.K.H., Whittington-Jones, G., Comley, J., Williams, S.T., Hill, R.A., Balme, G.A., and Parker, D.M. (2021a). Utilizing bycatch camera-trap data for broad-scale occupancy and conservation: a case study of the brown hyaena Parahyaena brunnea. Oryx 55: 216–226, https://doi.org/10.1017/S0030605319000747.Suche in Google Scholar

Williams, K.S., Williams, S.T., Welch, R.J., Marneweck, C.J., Mann, G.K.H., Pitman, R.T., Whittington-Jones, G., Balme, G.A., Parker, D.M., and Hill, R.A. (2021b). Assumptions about fence permeability influence density estimates for brown hyaenas across South Africa. Sci. Rep. 11: 620, https://doi.org/10.1038/s41598-020-77188-7.Suche in Google Scholar PubMed PubMed Central

Wolf, C. and Ripple, W.J. (2016). Prey depletion as a threat to the world’s large carnivores. R. Soc. Open Sci. 3: 160252, https://doi.org/10.1098/rsos.160252.Suche in Google Scholar PubMed PubMed Central

Woodroffe, R. and Ginsberg, J.R. (1998). Edge effects and the extinction of populations inside protected areas. Science 280: 2126–2128, https://doi.org/10.1126/science.280.5372.2126.Suche in Google Scholar PubMed


Supplementary Material

This article contains supplementary material (https://doi.org/10.1515/mammalia-2022-0131).


Received: 2022-11-22
Accepted: 2023-11-14
Published Online: 2024-01-01
Published in Print: 2024-03-25

© 2023 Walter de Gruyter GmbH, Berlin/Boston

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