Spatial and temporal variation of marine megafauna off coastal beaches of south-eastern Queensland, Australia
Maddison C. Cross A B * , Jonathan D. Mitchell B , Christine L. Dudgeon C , Kathy A. Townsend D , Tracey B. Scott-Holland E and Bonnie J. Holmes AA
B
C
D
E
Abstract
Coastal beach environments provide habitats for marine megafauna, including turtles, rays, marine mammals and sharks. However, accessing these variable energy zones has been difficult for researchers by using traditional methods.
This study used drone-based aerial surveys to assess spatio-temporal variation of marine megafauna across south-eastern Queensland, Australia.
Drones were operated at five south-eastern Queensland beaches. Megafauna sightings and key variables including location, month and turbidity were analysed to assess variation across locations.
Overall, 3815 individual megafauna were detected from 3273 flights. There were significant differences in the composition of megafauna assemblages throughout the year and among beaches, with megafaunal sightings in >80% of flights conducted off North Stradbroke Island.
Strong temporal presence was found that is congruent with other studies examining seasonality. This supports the use of drones to provide ecological data for many hard-to-study megafauna species and help inform long-term sustainable management of coastal ecosystems.
Results indicated that environmental conditions can influence the probability of sighting marine megafauna during aerial surveys.
Keywords: aerial survey, beaches, continental shelf, drones, ecological, RPA, temporal, UAV.
References
Akaike H (1974) A new look at the statistical model identification. IEEE Transactions on Automatic Control 19, 716-723.
| Crossref | Google Scholar |
Amir OA, Berggren P, Ndaro SGM, Jiddawi NS (2005) Feeding ecology of the Indo-Pacific bottlenose dolphin (Tursiops aduncus) incidentally caught in the gillnet fisheries off Zanzibar, Tanzania. Estuarine, Coastal and Shelf Science 63, 429-437.
| Crossref | Google Scholar |
Armstrong AJ, Armstrong AO, Bennett MB, McGregor F, Abrantes KG, Barnett A, Richardson AJ, Townsend KA, Dudgeon CL (2020) The geographic distribution of reef and oceanic manta rays (Mobula alfredi and Mobula birostris) in Australian coastal waters. Journal of Fish Biology 96(3), 835-840.
| Crossref | Google Scholar | PubMed |
Ayres KA, Ketchum JT, González-Armas R, Galván-Magaña F, Hearn A, Elorriaga-Verplancken FR, Hoyos-Padilla EM, Kajiura SM (2021) The use of an unoccupied aerial vehicle to survey shark species over sand and rocky-reef habitats in a marine protected area. Journal of Fish Biology 99(5), 1735-1740.
| Crossref | Google Scholar | PubMed |
Barnes RSK (2017) Patterns of benthic invertebrate biodiversity in intertidal seagrass in Moreton Bay, Queensland. Regional Studies in Marine Science 15, 17-25.
| Crossref | Google Scholar |
Barreto J, Cajaíba L, Teixeira JB, Nascimento L, Giacomo A, Barcelos N, Fettermann T, Martins A (2021) Drone-monitoring: improving the detectability of threatened marine megafauna. Drones 5(1), 14.
| Crossref | Google Scholar |
Bates D, Mächler M, Bolker B, Walker S (2015) Fitting linear mixed-effects models using lme4. Journal of Statistical Software 67(1), 1-48.
| Crossref | Google Scholar |
Bolin JA, Schoeman DS, Pizà-Roca C, Scales KL (2020) A current affair: entanglement of humpback whales in coastal shark-control nets. Remote Sensing in Ecology and Conservation 6(2), 119-128.
| Crossref | Google Scholar |
Bourke E, Raoult V, Williamson JE, Gaston TF (2023) Estuary stingray (Dasyatis fluviorum) behaviour does not change in response to drone altitude. Drones 7(3), 164.
| Crossref | Google Scholar |
Butcher PA, Piddocke TP, Colefax AP, Hoade B, Peddemors VM, Borg L, Cullis BR (2019) Beach safety: can drones provide a platform for sighting sharks? Wildlife Research 46(8), 701-712.
| Crossref | Google Scholar |
Butcher PA, Colefax AP, Gorkin RA, Kajiura SM, López NA, Mourier J, Purcell CR, Skomal GB, Tucker JP, Walsh AJ, Williamson JE, Raoult V (2021) The drone revolution of shark science: a review. Drones 5(1), 8.
| Crossref | Google Scholar |
Chilvers BL, Corkeron PJ (2003) Abundance of Indo-Pacific bottlenose dolphins, Tursiops aduncus, off point lookout, Queensland, Australia. Marine Mammal Science 19(1), 85-095.
| Crossref | Google Scholar |
Chilvers BL, Lawler IR, Macknight F, Marsh H, Noad M, Paterson R (2005) Moreton Bay, Queensland, Australia: an example of the co-existence of significant marine mammal populations and large-scale coastal development. Biological Conservation 122(4), 559-571.
| Crossref | Google Scholar |
Colefax AP, Butcher PA, Kelaher BP (2018) The potential for unmanned aerial vehicles (UAVs) to conduct marine fauna surveys in place of manned aircraft. ICES Journal of Marine Science 75(1), 1-8.
| Crossref | Google Scholar |
Colefax AP, Butcher PA, Pagendam DE, Kelaher BP (2020a) Comparing distributions of white, bull, and tiger sharks near and away from the surf break using three tech-based methods. Ocean & Coastal Management 198, 105366.
| Crossref | Google Scholar |
Colefax AP, Kelaher BP, Pagendam DE, Butcher PA (2020b) Assessing white shark (Carcharodon carcharias) behavior along coastal beaches for conservation-focused shark mitigation. Frontiers in Marine Science 7, 268.
| Crossref | Google Scholar |
Connolly RM, Schlacher TA, Gaston TF (2009) Stable isotope evidence for trophic subsidy of coastal benthic fisheries by river discharge plumes off small estuaries. Marine Biology Research 5(2), 164-171.
| Crossref | Google Scholar |
Couturier LIE, Jaine FRA, Townsend KA, Weeks SJ, Richardson AJ, Bennett MB (2011) Distribution, site affinity and regional movements of the manta ray, Manta alfredi (Krefft, 1868), along the east coast of Australia. Marine and Freshwater Research 62(6), 628-637.
| Crossref | Google Scholar |
Couturier LIE, Dudgeon CL, Pollock KH, Jaine FRA, Bennett MB, Townsend KA, Weeks SJ, Richardson AJ (2014) Population dynamics of the reef manta ray Manta alfredi in eastern Australia. Coral Reefs 33(2), 329-342.
| Crossref | Google Scholar |
DiGiacomo AE, Harrison WE, Johnston DW, Ridge JT (2020) Elasmobranch use of nearshore estuarine habitats responds to fine-scale, intra-seasonal environmental variation: observing coastal shark density in a temperate estuary utilizing unoccupied aircraft systems (UAS). Drones 4(4), 74.
| Crossref | Google Scholar |
Dudgeon CL, Noad MJ, Lanyon JM (2008) Abundance and demography of a seasonal aggregation of zebra sharks Stegostoma fasciatum. Marine Ecology Progress Series 368, 269-281.
| Crossref | Google Scholar |
Dudgeon CL, Lanyon JM, Semmens JM (2013) Seasonality and site fidelity of the zebra shark, Stegostoma fasciatum, in southeast Queensland, Australia. Animal Behaviour 85(2), 471-481.
| Crossref | Google Scholar |
Dudgeon CL, Dunlop RA, Noad MJ (2018) Modelling heterogeneity in detection probabilities in land and aerial abundance surveys in humpback whales (Megaptera novaeangliae). Population Ecology 60(4), 371-387.
| Crossref | Google Scholar |
Dudgeon CL, Kilpatrick C, Armstrong A, Armstrong A, Bennett MB, Bowden D, Richardson AJ, Townsend KA, Hawkins E (2019) Citizen science photographic identification of marine megafauna populations in the Moreton Bay Marine Park. In ‘Moreton Bay Quandamooka & Catchment: past, present, and future’. (Eds IR Tibbetts, PC Rothlisberg, DT Neil, TA Homburg, DT Brewer, AH Arthington) pp. 475–490. (Moreton Bay Foundation: Brisbane, Qld, Australia)
Elston C, Cowley PD, von Brandis RG, Lea J (2022) Stingray habitat use is dynamically influenced by temperature and tides. Frontiers in Marine Science 8, 754404.
| Crossref | Google Scholar |
Fettermann T, Fiori L, Bader M, Doshi A, Breen D, Stockin KA, Bollard B (2019) Behaviour reactions of bottlenose dolphins (Tursiops truncatus) to multirotor Unmanned Aerial Vehicles (UAVs). Scientific Reports 9, 8558.
| Crossref | Google Scholar |
Fiori L, Doshi A, Martinez E, Orams MB, Bollard-Breen B (2017) The use of unmanned aerial systems in marine mammal research. Remote Sensing 9(6), 543.
| Crossref | Google Scholar |
Fuentes MMPB, Chambers L, Chin A, Dann P, Dobbs K, Marsh H, Poloczanska ES, Maison K, Turner M, Pressey RL (2016) Adaptive management of marine mega-fauna in a changing climate. Mitigation and Adaptation Strategies for Global Change 21(2), 209-224.
| Crossref | Google Scholar |
Garcia-Soto C, Cheng L, Caesar L, Schmidtko S, Jewett EB, Cheripka A, Rigor I, Caballero A, Chiba S, Báez JC, Zielinski T, Abraham JP (2021) An overview of ocean climate change indicators: sea surface temperature, ocean heat content, ocean pH, dissolved oxygen concentration, arctic sea ice extent, thickness and volume, sea level and strength of the AMOC (Atlantic Meridional Overturning Circulation). Frontiers in Marine Science 8, 642372.
| Crossref | Google Scholar |
Gredzens C, Marsh H, Fuentes MMPB, Limpus CJ, Shimada T, Hamann M (2014) Satellite tracking of sympatric marine megafauna can inform the biological basis for species co-management. PLoS ONE 9(6), e98944.
| Crossref | Google Scholar |
Haulsee DE, Breece MW, Miller DC, Wetherbee BM, Fox DA, Oliver MJ (2015) Habitat selection of a coastal shark species estimated from an autonomous underwater vehicle. Marine Ecology Progress Series 528, 277-288.
| Crossref | Google Scholar |
Hawkins ER, Gartside DF (2008) Social and behavioural characteristics of indo-pacific bottlenose dolphins (Tursiops aduncus) in northern New South Wales, Australia. Australian Mammalogy 30, 71-82.
| Crossref | Google Scholar |
Hays GC, Ferreira LC, Sequeira AMM, Meekan MG, Duarte CM, Bailey H, Bailleul F, Bowen WD, Caley MJ, Costa DP, Eguíluz VM, Fossette S, Friedlaender AS, Gales N, Gleiss AC, Gunn J, Harcourt R, Hazen EL, Heithaus MR, Heupel M, Holland K, Horning M, Jonsen I, Kooyman GL, Lowe CG, Madsen PT, Marsh H, Phillips RA, Righton D, Ropert-Coudert Y, Sato K, Shaffer SA, Simpfendorfer CA, Sims DW, Skomal G, Takahashi A, Trathan PN, Wikelski M, Womble JN, Thums M (2016) Key questions in marine megafauna movement ecology. Trends in Ecology and Evolution 31(6), 463-475.
| Crossref | Google Scholar | PubMed |
Heupel MR, Simpfendorfer CA, Hueter RE (2003) Running before the storm: blacktip sharks respond to falling barometric pressure associated with Tropical Storm Gabrielle. Journal of Fish Biology 63(5), 1357-1363.
| Crossref | Google Scholar |
Hodgson A, Kelly N, Peel D (2013) Unmanned Aerial Vehicles (UAVs) for surveying marine fauna: a dugong case study. PLoS ONE 8(11), e79556.
| Crossref | Google Scholar |
Holmes BJ, Pepperell JG, Griffiths SP, Jaine FRA, Tibbetts IR, Bennett MB (2014) Tiger shark (Galeocerdo cuvier) movement patterns and habitat use determined by satellite tagging in eastern Australian waters. Marine Biology 161(11), 2645-2658.
| Crossref | Google Scholar |
Jaine FRA, Rohner CA, Weeks SJ, Couturier LIE, Bennett MB, Townsend KA, Richardson AJ (2014) Movements and habitat use of reef manta rays off eastern Australia: offshore excursions, deep diving and eddy affinity revealed by satellite telemetry. Marine Ecology Progress Series 510, 73-86.
| Crossref | Google Scholar |
Kelaher BP, Colefax AP, Tagliafico A, Bishop MJ, Giles A, Butcher PA (2020) Assessing variation in assemblages of large marine fauna off ocean beaches using drones. Marine and Freshwater Research 71(1), 68-77.
| Crossref | Google Scholar |
Kelaher BP, Monteforte KI, Morris SG, Schlacher TA, March DT, Tucker JP, Butcher PA (2023) Drone-based assessment of marine megafauna off wave-exposed sandy beaches. Remote Sensing 15(16), 4018.
| Crossref | Google Scholar |
Kock A, O’Riain MJ, Mauff K, Meÿer M, Kotze D, Griffiths C (2013) Residency, habitat use and sexual segregation of white sharks, Carcharodon carcharias in False Bay, South Africa. PLoS ONE 8(1), e55048.
| Crossref | Google Scholar | PubMed |
Lanyon JM (2003) Distribution and abundance of dugongs in Moreton Bay, Queensland, Australia. Wildlife Research 30, 397-409.
| Crossref | Google Scholar |
Lee KA, Roughan M, Harcourt RG, Peddemors VM (2018) Environmental correlates of relative abundance of potentially dangerous sharks in nearshore areas, southeastern Australia. Marine Ecology Progress Series 599, 157-179.
| Crossref | Google Scholar |
Limpus CJ (1993) The green turtle, Chelonia mydas, in Queensland: breeding males in the southern Great Barrier Reef. Wildlife Research 20(4), 513-523.
| Crossref | Google Scholar |
Limpus CJ, Couper PJ, Read MA (1994) The green turtle, Chelonia mydas in Queensland: population structure in a warm temperate feeding area. Memoirs of the Queensland Museum 35, 139-154.
| Google Scholar |
Loneragan NR (1999) River flows and estuarine ecosystems: implications for coastal fisheries from a review and a case study of the Logan River, southeast Queensland. Australian Journal of Ecology 24(4), 431-440.
| Crossref | Google Scholar |
Meynecke J-O, Lee SY, Duke NC, Warnken J (2006) Effect of rainfall as a component of climate change on estuarine fish production in Queensland, Australia. Estuarine, Coastal and Shelf Science 69(3-4), 491-504.
| Crossref | Google Scholar |
Monteforte KIP, Butcher PA, Morris SG, Kelaher BP (2022) The relative abundance and occurrence of sharks off ocean beaches of New South Wales, Australia. Biology 11, 1456.
| Crossref | Google Scholar | PubMed |
Noad MJ, Dunlop RA, Paton D, Cato DH (2006) Absolute and relative abundance estimates of Australian east coast humpback whales (Megaptera novaeangliae). Journal of Cetacean Research and Management (Special Issue) 3, 243-252.
| Crossref | Google Scholar |
Olds AD, Vargas-Fonseca E, Connolly RM, Gilby BL, Huijbers CM, Hyndes GA, Layman CA, Whitfield AK, Schlacher TA (2018) The ecology of fish in the surf zones of ocean beaches: a global review. Fish and Fisheries 19(1), 78-89.
| Crossref | Google Scholar |
Pereira JM, Clay TA, Reisinger RR, Ropert-Coudert Y, Sequeira AMM (2023) Editorial: Tracking marine megafauna for conservation and marine spatial planning. Frontiers in Marine Science 9, 1119428.
| Crossref | Google Scholar |
Pimiento C, Leprieur F, Silvestro D, Lefcheck JS, Albouy C, Rasher DB, Davis M, Svenning J-C, Griffin JN (2020) Functional diversity of marine megafauna in the Anthropocene. Science Advances 6(16), eaay7650.
| Crossref | Google Scholar |
Rees AF, Avens L, Ballorain K, Bevan E, Broderick AC, Carthy RR, Christianen MJA, Duclos G, Heithaus MR, Johnston DW, Mangel JC, Paladino F, Pendoley K, Reina RD, Robinson NJ, Ryan R, Sykora-Bodie ST, Tilley D, Varela MR, Whitman ER, Whittock PA, Wibbels T, Godley BJ (2018) The potential of unmanned aerial systems for sea turtle research and conservation: a review and future directions. Endangered Species Research 35, 81-100.
| Crossref | Google Scholar |
Schlacher TA, Dugan J, Schoeman DS, Lastra M, Jones A, Scapini F, McLachlan A, Defeo O (2007) Sandy beaches at the brink. Diversity and Distributions 13(5), 556-560.
| Crossref | Google Scholar |
Schlacher TA, Skillington AJ, Connolly RM, Robinson W, Gaston TF (2008) Coupling between marine plankton and freshwater flow in the plumes off a small estuary. International Review of Hydrobiology 93, 641-658.
| Crossref | Google Scholar |
Schlaff AM, Heupel MR, Simpfendorfer CA (2014) Influence of environmental factors on shark and ray movement, behaviour and habitat use: a review. Reviews in Fish Biology and Fisheries 24(4), 1089-1103.
| Crossref | Google Scholar |
Schluessel V, Bennett MB, Collin SP (2010) Diet and reproduction in the white-spotted eagle ray Aetobatus narinari from Queensland, Australia and the Penghu Islands, Taiwan. Marine and Freshwater Research 61, 1278-1289.
| Crossref | Google Scholar |
Schofield G, Esteban N, Katselidis KA, Hays GC (2019) Drones for research on sea turtles and other marine vertebrates – a review. Biological Conservation 238, 108214.
| Crossref | Google Scholar |
Shah Esmaeili Y, Corte GN, Checon HH, Gomes TRC, Lefcheck JS, Amaral ACZ, Turra A (2021) Comprehensive assessment of shallow surf zone fish biodiversity requires a combination of sampling methods. Marine Ecology Progress Series 667, 131-144.
| Crossref | Google Scholar |
Sleeman JC, Meekan MG, Wilson SG, Jenner CKS, Jenner MN, Boggs GS, Steinberg CC, Bradshaw CJA (2007) Biophysical correlates of relative abundances of marine megafauna at Ningaloo Reef, Western Australia. Marine and Freshwater Research 58(7), 608-623.
| Crossref | Google Scholar |
Tagliafico A, Butcher PA, Colefax AP, Clark GF, Kelaher BP (2020) Variation in cownose ray Rhinoptera neglecta abundance and group size on the central east coast of Australia. Journal of Fish Biology 96(2), 427-433.
| Crossref | Google Scholar | PubMed |
Torres LG, Nieukirk SL, Lemos L, Chandler TE (2018) Drone Up! Quantifying whale behavior from a new perspective improves observational capacity. Frontiers in Marine Science 5, 319.
| Crossref | Google Scholar |
Wickham H, Averick M, Bryan J, Chang W, McGowan LD, François R, Grolemund G, Hayes A, Henry L, Hester J, Kuhn M, Pedersen TL, Miller E, Bache SM, Müller K, Ooms J, Robinson D, Seidel DP, Spinu V, Takahashi K, Vaughan D, Wilke C, Woo K, Yutani H (2019) Welcome to the tidyverse. Journal of Open Source Software 4(43), 1686.
| Crossref | Google Scholar |
Yokota L, Lessa RP (2006) A nursery area for sharks and rays in Northeastern Brazil. Environmental Biology of Fishes 75(3), 349-360.
| Crossref | Google Scholar |
Zeh DR, Heupel MR, Hamann M, Jones R, Limpus CJ, Marsh H (2018) Evidence of behavioural thermoregulation by dugongs at the high latitude limit to their range in eastern Australia. Journal of Experimental Marine Biology and Ecology 508, 27-34.
| Crossref | Google Scholar |