Acoustic localisation of wildlife with low-cost equipment: lower sensitivity, but no loss of precision
Bethany R. Smith A B M , Holly Root-Gutteridge C , Hannah Butkiewicz D , Angela Dassow E , Amy C. Fontaine F , Andrew Markham G , Jessica Owens H , Loretta Schindler I , Matthew Wijers J and Arik Kershenbaum K LA School of Animal, Rural and Environmental Sciences, Nottingham Trent University, Brackenhurst Lane, Southwell, NG25 0QF, UK.
B The Mammal Society, Milton Abbas, Dorset, DT11 0BL, UK.
C School of Life Sciences, University of Lincoln, Beevor Street, Lincoln, LN6 7DL, UK.
D College of Natural Resources, University of Wisconsin-Stevens Point, 2100 Main Street, Stevens Point, WI 54481, USA.
E Department of Biology, Carthage College, 2001 Alford Park Drive, Kenosha, WI 53140, USA.
F Independent Scholar, McKinleyville, CA, USA.
G Department of Computer Science, University of Oxford, 15 Parks Road, Oxford, OX1 3QD, UK.
H Unleashed Training, LLC, Daytona Beach, FL, USA.
I Department of Zoology, Faculty of Science, Charles University, Viničná , Prague 128 44, Czech Republic.
J Wildlife Conservation Research Unit, Department of Zoology, University of Oxford, Abingdon Road, Oxford, OX13 5QL, UK.
K Department of Zoology, University of Cambridge, Downing Street, Cambridge, CB2 3EJ, UK.
L Girton College, University of Cambridge, Huntingdon Road, Cambridge, CB3 0JG, UK.
M Corresponding author. Email: beth.smith@ntu.ac.uk
Wildlife Research 49(4) 372-381 https://doi.org/10.1071/WR21089
Submitted: 17 June 2021 Accepted: 19 October 2021 Published: 21 December 2021
Abstract
Context: Synchronised acoustic recorders can be used as a non-invasive tool to detect and localise sounds of interest, including vocal wildlife and anthropogenic sounds. Due to the high cost of commercial synchronised recorders, acoustic localisation has typically been restricted to small or well funded surveys. Recently, low-cost acoustic recorders have been developed, but until now their efficacy has not been compared with higher specification recorders.
Aims: The present study aimed to compare the efficacy of a newly developed low-cost recorder, the Conservation at Range through Audio Classification and Localisation (CARACAL), with an established, high-end recorder, the Wildlife Acoustics Song Meter (SM).
Methods: Four recorders of each type were deployed in a paired set-up across five nights in Wisconsin, USA. The recordings allowed for manual identification of domestic dog (Canis familiaris), grey wolf (Canis lupus), coyote (Canis latrans) and barred owl (Strix varia) calls, and then the ability of each recorder type to detect and localise the vocalising animals was compared.
Key results: The CARACALs were less sensitive, detecting only 47.5% of wolf, 55% of coyote, 65% of barred owl and 82.5% of dog vocalisations detected by the paired SMs. However, when the same vocalisations were detected on both recorders, localisation was comparable, with no significant difference in the precision or maximum detection ranges.
Conclusions: Low-cost recording equipment can be used effectively for acoustic localisation of both wild and domestic animals. However, the lower sensitivity of the CARACALs means that a denser network of these recorders would be needed to achieve the same efficacy as the SMs. Deploying a greater number of cheaper recorders increases the labour time in the field and the quantity of data to process and store. Thus, there is a trade-off between cost and time to be considered.
Implications: The ability to use low-cost recorders for acoustic localisation provides new avenues for tracking, managing and researching a wide range of wildlife species. Presently, CARACALs are more suited to monitoring species that have small home ranges and high amplitude vocalisations, and for when a large time investment for in situ equipment checks and data processing is feasible.
Keywords: acoustic localisation, animal movement, bioacoustics, Canis latrans, Canis lupus, multilateration, passive acoustic monitoring, precision, Strix varia, wildlife management.
References
Ali, A. M., Asgari, S., Collier, T. C., Allen, M., Girod, L., Hudson, R. E., Yao, K., Taylor, C. E., and Blumstein, D. T. (2009). An empirical study of collaborative acoustic source localization. Journal of Signal Processing Systems for Signal, Image, and Video Technology 57, 415–436.| An empirical study of collaborative acoustic source localization.Crossref | GoogleScholarGoogle Scholar |
Andrei, V., Cucu, H., and Petrică, L. (2015). Considerations on developing a chainsaw intrusion detection and localization system for preventing unauthorized logging. Journal of Electrical and Electronics Engineering (Oradea) 3, 202–207.
| Considerations on developing a chainsaw intrusion detection and localization system for preventing unauthorized logging.Crossref | GoogleScholarGoogle Scholar |
Beason, R. D., Riesch, R., and Koricheva, J. (2019). AURITA: an affordable, autonomous recording device for acoustic monitoring of audible and ultrasonic frequencies. Bioacoustics 28, 381–396.
| AURITA: an affordable, autonomous recording device for acoustic monitoring of audible and ultrasonic frequencies.Crossref | GoogleScholarGoogle Scholar |
Blumstein, D. T., Mennill, D. J., Clemins, P., Girod, L., Yao, K., Patricelli, G., Deppe, J. L., Krakauer, A. H., Clark, C., Cortopassi, K. A., Hanser, S. F., McCowan, B., Ali, A. M., and Kirschel, A. N. G. (2011). Acoustic monitoring in terrestrial environments using microphone arrays: applications, technological considerations and prospectus. Journal of Applied Ecology 48, 758–767.
| Acoustic monitoring in terrestrial environments using microphone arrays: applications, technological considerations and prospectus.Crossref | GoogleScholarGoogle Scholar |
Brooker, S. A., Stephens, P. A., Whittingham, M. J., and Willis, S. G. (2020). Automated detection and classification of birdsong: an ensemble approach. Ecological Indicators 117, 106609.
| Automated detection and classification of birdsong: an ensemble approach.Crossref | GoogleScholarGoogle Scholar |
Browning, E., Gibb, R., Glove-Kapfer, P., and Jones, K. E. (2017). ‘Passive Acoustic Monitoring in Ecology and Conservation.’ (WWF-UK: Woking, UK.)
Collier, T. C., Kirschel, A. N. G., and Taylor, C. E. (2010). Acoustic localization of antbirds in a Mexican rainforest using a wireless sensor network. The Journal of the Acoustical Society of America 128, 182–189.
| Acoustic localization of antbirds in a Mexican rainforest using a wireless sensor network.Crossref | GoogleScholarGoogle Scholar | 20649213PubMed |
Cooke, S. J. (2008). Biotelemetry and biologging in endangered species research and animal conservation: Relevance to regional, national, and IUCN Red List threat assessments. Endangered Species Research 4, 165–185.
| Biotelemetry and biologging in endangered species research and animal conservation: Relevance to regional, national, and IUCN Red List threat assessments.Crossref | GoogleScholarGoogle Scholar |
Cooke, S. J., Nguyen, V. M., Kessel, S. T., Hussey, N. E., Young, N., and Ford, A. T. (2017). Troubling issues at the frontier of animal tracking for conservation and management. Conservation Biology 31, 1205–1207.
| Troubling issues at the frontier of animal tracking for conservation and management.Crossref | GoogleScholarGoogle Scholar | 28079282PubMed |
Dennis, T. E., and Shah, S. F. (2012). Assessing acute effects of trapping, handling, and tagging on the behavior of wildlife using GPS telemetry: a case study of the common brushtail possum. Journal of Applied Animal Welfare Science 15, 189–207.
| Assessing acute effects of trapping, handling, and tagging on the behavior of wildlife using GPS telemetry: a case study of the common brushtail possum.Crossref | GoogleScholarGoogle Scholar | 22742197PubMed |
Gayk, Z. G., and Mennill, D. J. (2020). Pinpointing the position of flying songbirds with a wireless microphone array: three-dimensional triangulation of warblers on the wing. Bioacoustics 29, 375–386.
| Pinpointing the position of flying songbirds with a wireless microphone array: three-dimensional triangulation of warblers on the wing.Crossref | GoogleScholarGoogle Scholar |
Gillespie, D., Gordon, J., McHugh, R., McLaren, D., Mellinger, D. K., Redmond, P., Thode, A., Trinder, P., and Deng, X.-Y. (2009). PAMGUARD: semiautomated, open source software for real-time acoustic detection and localisation of cetaceans. Proceedings of the Institute of Acoustics. Institute of Acoustics (Great Britain) 125, 2547.
| PAMGUARD: semiautomated, open source software for real-time acoustic detection and localisation of cetaceans.Crossref | GoogleScholarGoogle Scholar |
Hansen, S. J. K., Frair, J. L., Underwood, H. B., and Gibbs, J. P. (2015). Pairing call-response surveys and distance sampling for a mammalian carnivore. The Journal of Wildlife Management 79, 662–671.
| Pairing call-response surveys and distance sampling for a mammalian carnivore.Crossref | GoogleScholarGoogle Scholar |
Harrington, F. H., and Mech, L. D. (1979). Wolf howling and its role in territory maintenance. Behaviour 68, 207–249.
| Wolf howling and its role in territory maintenance.Crossref | GoogleScholarGoogle Scholar |
Harrington, F. H., and Mech, L. D. (1982). An analysis of howling response parameters useful for wolf pack censusing. The Journal of Wildlife Management 46, 686–693.
| An analysis of howling response parameters useful for wolf pack censusing.Crossref | GoogleScholarGoogle Scholar |
Hebblewhite, M., and Haydon, D. T. (2010). Distinguishing technology from biology: a critical review of the use of GPS telemetry data in ecology. Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences 365, 2303–2312.
| Distinguishing technology from biology: a critical review of the use of GPS telemetry data in ecology.Crossref | GoogleScholarGoogle Scholar | 20566506PubMed |
Hill, A. P., Prince, P., Piña Covarrubias, E., Doncaster, C. P., Snaddon, J. L., and Rogers, A. (2018). AudioMoth: evaluation of a smart open acoustic device for monitoring biodiversity and the environment. Methods in Ecology and Evolution 9, 1199–1211.
| AudioMoth: evaluation of a smart open acoustic device for monitoring biodiversity and the environment.Crossref | GoogleScholarGoogle Scholar |
Jaramillo-Legorreta, A., Cardenas-Hinojosa, G., Nieto-Garcia, E., Rojas-Bracho, L., Ver Hoef, J., Moore, J., Tregenza, N., Barlow, J., Gerrodette, T., Thomas, L., and Taylor, B. (2017). Passive acoustic monitoring of the decline of Mexico’s critically endangered vaquita. Conservation Biology 31, 183–191.
| Passive acoustic monitoring of the decline of Mexico’s critically endangered vaquita.Crossref | GoogleScholarGoogle Scholar | 27338145PubMed |
Jones, J. P. G. (2011). Monitoring species abundance and distribution at the landscape scale. Journal of Applied Ecology 48, 9–13.
| Monitoring species abundance and distribution at the landscape scale.Crossref | GoogleScholarGoogle Scholar |
Joslin, P. W. B. (1967). Movements and home sites of timber wolves in Alǵonquin Park. American Zoologist 7, 279–288.
| Movements and home sites of timber wolves in Alǵonquin Park.Crossref | GoogleScholarGoogle Scholar |
Kalan, A. K., Mundry, R., Wagner, O. J. J., Heinicke, S., Boesch, C., and Kühl, H. S. (2015). Towards the automated detection and occupancy estimation of primates using passive acoustic monitoring. Ecological Indicators 54, 217–226.
| Towards the automated detection and occupancy estimation of primates using passive acoustic monitoring.Crossref | GoogleScholarGoogle Scholar |
Katzner, T. E., and Arlettaz, R. (2020). Evaluating contributions of recent tracking-based animal movement ecology to conservation management. Frontiers in Ecology and Evolution 7, 519.
| Evaluating contributions of recent tracking-based animal movement ecology to conservation management.Crossref | GoogleScholarGoogle Scholar |
Kays, R., Crofoot, M. C., Jetz, W., and Wikelski, M. (2015). Terrestrial animal tracking as an eye on life and planet. Science 348, aaa2478.
| Terrestrial animal tracking as an eye on life and planet.Crossref | GoogleScholarGoogle Scholar | 26068858PubMed |
Kershenbaum, A., Owens, J. L., and Waller, S. (2019). Tracking cryptic animals using acoustic multilateration: a system for long-range wolf detection. The Journal of the Acoustical Society of America 145, 1619–1628.
| Tracking cryptic animals using acoustic multilateration: a system for long-range wolf detection.Crossref | GoogleScholarGoogle Scholar | 31067959PubMed |
Linke, S., Gifford, T., Desjonquères, C., Tonolla, D., Aubin, T., Barclay, L., Karaconstantis, C., Kennard, M. J., Rybak, F., and Sueur, J. (2018). Freshwater ecoacoustics as a tool for continuous ecosystem monitoring. Frontiers in Ecology and the Environment 16, 231–238.
| Freshwater ecoacoustics as a tool for continuous ecosystem monitoring.Crossref | GoogleScholarGoogle Scholar |
Lostanlen, V., Salamon, J., Farnsworth, A., Kelling, S., and Bello, J. P. (2019). Robust sound event detection in bioacoustic sensor networks. PLoS One 14, e0214168.
| Robust sound event detection in bioacoustic sensor networks.Crossref | GoogleScholarGoogle Scholar | 31647815PubMed |
Melzheimer, J., Heinrich, S. K., Wasiolka, B., Mueller, R., Thalwitzer, S., Palmegiani, I., Weigold, A., Portas, R., Roeder, R., Krofel, M., Hofer, H., and Wachter, B. (2020). Communication hubs of an asocial cat are the source of a human–carnivore conflict and key to its solution. Proceedings of the National Academy of Sciences 117, 33325–33333.
| Communication hubs of an asocial cat are the source of a human–carnivore conflict and key to its solution.Crossref | GoogleScholarGoogle Scholar |
Mennill, D. J., and Vehrencamp, S. L. (2008). Context-dependent functions of avian duets revealed by microphone-array recordings and multispeaker playback. Current Biology 18, 1314–1319.
| Context-dependent functions of avian duets revealed by microphone-array recordings and multispeaker playback.Crossref | GoogleScholarGoogle Scholar | 18771924PubMed |
Mennill, D. J., Battiston, M., Wilson, D. R., Foote, J. R., and Doucet, S. M. (2012). Field test of an affordable, portable, wireless microphone array for spatial monitoring of animal ecology and behaviour. Methods in Ecology and Evolution 3, 704–712.
| Field test of an affordable, portable, wireless microphone array for spatial monitoring of animal ecology and behaviour.Crossref | GoogleScholarGoogle Scholar |
Metcalf, O. C., Ewen, J. G., McCready, M., Williams, E. M., and Rowcliffe, J. M. (2019). A novel method for using ecoacoustics to monitor post-translocation behaviour in an endangered passerine. Methods in Ecology and Evolution 10, 626–636.
| A novel method for using ecoacoustics to monitor post-translocation behaviour in an endangered passerine.Crossref | GoogleScholarGoogle Scholar |
Nowak, S., Jędrzejewski, W., Schmidt, K., Theuerkauf, J., Mysłajek, R. W., and Jędrzejewska, B. (2007). Howling activity of free-ranging wolves (Canis lupus) in the Białowieża Primeval Forest and the Western Beskidy Mountains (Poland). Journal of Ethology 25, 231–237.
| Howling activity of free-ranging wolves (Canis lupus) in the Białowieża Primeval Forest and the Western Beskidy Mountains (Poland).Crossref | GoogleScholarGoogle Scholar |
Okoniewski, J. C., and Chambers, R. E. (1984). Coyote vocal response to an electronic siren and human howling. The Journal of Wildlife Management 48, 217–222.
| Coyote vocal response to an electronic siren and human howling.Crossref | GoogleScholarGoogle Scholar |
Papin, M., Pichenot, J., Guérold, F., and Germain, E. (2018). Acoustic localization at large scales: a promising method for grey wolf monitoring. Frontiers in Zoology 15, 11.
| Acoustic localization at large scales: a promising method for grey wolf monitoring.Crossref | GoogleScholarGoogle Scholar | 29681989PubMed |
Powell, R. A., and Proulx, G. (2003). Trapping and marking terrestrial mammals for research: integrating ethics, performance criteria, techniques, and common sense. ILAR Journal 44, 259–276.
| Trapping and marking terrestrial mammals for research: integrating ethics, performance criteria, techniques, and common sense.Crossref | GoogleScholarGoogle Scholar | 13130157PubMed |
Shiu, Y., Palmer, K. J., Roch, M. A., Fleishman, E., Liu, X., Nosal, E. M., Helble, T., Cholewiak, D., Gillespie, D., and Klinck, H. (2020). Deep neural networks for automated detection of marine mammal species. Scientific Reports 10, 607.
| Deep neural networks for automated detection of marine mammal species.Crossref | GoogleScholarGoogle Scholar | 31953462PubMed |
Sibly, R. M., Nott, H. M. R., and Fletcher, D. J. (1990). Splitting behaviour into bouts. Animal Behaviour 39, 63–69.
| Splitting behaviour into bouts.Crossref | GoogleScholarGoogle Scholar |
Sugai, L. S. M., and Llusia, D. (2019). Bioacoustic time capsules: using acoustic monitoring to document biodiversity. Ecological Indicators 99, 149–152.
| Bioacoustic time capsules: using acoustic monitoring to document biodiversity.Crossref | GoogleScholarGoogle Scholar |
Sugai, L. S. M., Silva, T. S. F., Ribeiro, J. W., and Llusia, D. (2019). Terrestrial passive acoustic monitoring: review and perspectives. Bioscience 69, 15–25.
| Terrestrial passive acoustic monitoring: review and perspectives.Crossref | GoogleScholarGoogle Scholar |
Suter, S. M., Giordano, M., Nietlispach, S., Apollonio, M., and Passilongo, D. (2017). Non-invasive acoustic detection of wolves. Bioacoustics 26, 237–248.
| Non-invasive acoustic detection of wolves.Crossref | GoogleScholarGoogle Scholar |
Whytock, R. C., and Christie, J. (2017). Solo: an open source, customizable and inexpensive audio recorder for bioacoustic research. Methods in Ecology and Evolution 8, 308–312.
| Solo: an open source, customizable and inexpensive audio recorder for bioacoustic research.Crossref | GoogleScholarGoogle Scholar |
Wiedenhoeft, J. E., Walter, S., Gross, M., Kluge, N., Mcnamara, S., Stauffer, G., Price-Tack, J., and Johnson, R. (2020). Wisconsin gray wolf monitoring report 15 April 2019 through 14 April 2020. Wisconsin Department of Natural Resources, Madison, WI, USA. Available at https://dnr.wisconsin.gov/sites/default/files/topic/WildlifeHabitat/wolfreport2020.pdf [verified 26 October 2021].
Wijers, M., Loveridge, A., Macdonald, D. W., and Markham, A. (2021). CARACAL: a versatile passive acoustic monitoring tool for wildlife research and conservation. Bioacoustics 30, 41–57.
| CARACAL: a versatile passive acoustic monitoring tool for wildlife research and conservation.Crossref | GoogleScholarGoogle Scholar |
Wildlife Acoustics (2021). Wildlife acoustics online store page. Available at https://www.wildlifeacoustics.com/products/song-meter-sm4 [verified 13 May 2021].
Wilson, D. R., Battiston, M., Brzustowski, J., and Mennill, D. J. (2014). Sound Finder: a new software approach for localizing animals recorded with a microphone array. Bioacoustics 23, 99–112.
| Sound Finder: a new software approach for localizing animals recorded with a microphone array.Crossref | GoogleScholarGoogle Scholar |