Proximate cues to phases of movement in a highly dispersive waterfowl, Anas superciliosa

BackgroundWaterfowl can exploit distant ephemeral wetlands in arid environments and provide valuable insights into the response of birds to rapid environmental change, and behavioural flexibility of avian movements. Currently much of our understanding of behavioural flexibility of avian movement comes from studies of migration in seasonally predictable biomes in the northern hemisphere. We used GPS transmitters to track 20 Pacific black duck (Anas superciliosa) in arid central Australia. We exploited La Niña conditions that brought extensive flooding, so allowing a rare opportunity to investigate how weather and other environmental factors predict initiation of long distance movement toward freshly flooded habitats. We employed behavioural change point analysis to identify three phases of movement: sedentary, exploratory and long distance oriented movement. We then used random forest models to determine the ability of meteorological and remote sensed landscape variables to predict initiation of these phases.ResultsWe found that initiation of exploratory movement phases is influenced by fluctuations in local weather conditions and accumulated rainfall in the landscape. Initiation of long distance movement phases was found to be highly individualistic with minor influence from local weather conditions.ConclusionsOur study reveals how individuals utilise local conditions to respond to changes in resource distribution at broad scales. Our findings suggest that individual movement decisions of dispersive birds are informed by the integration of multiple weather cues operating at different temporal and spatial scales.

[1]  P. J. Higgins,et al.  Handbook of Australian, New Zealand and Antarctic birds. Volume 5: trant-Flycatchers to chats , 2001 .

[2]  E. Revilla,et al.  A movement ecology paradigm for unifying organismal movement research , 2008, Proceedings of the National Academy of Sciences.

[3]  E. M. McCarthy Handbook of Avian Hybrids of the World , 2006 .

[4]  T. Alerstam,et al.  To fly or not to fly depending on winds: shorebird migration in different seasonal wind regimes , 2012, Animal Behaviour.

[5]  G. Cumming,et al.  Phenotypic flexibility of a southern African duck Alopochen aegyptiaca during moult: do northern hemisphere paradigms apply? , 2010 .

[6]  Anne-Laure Boulesteix,et al.  Overview of random forest methodology and practical guidance with emphasis on computational biology and bioinformatics , 2012, WIREs Data Mining Knowl. Discov..

[7]  E. J. Milner-Gulland,et al.  Animal Migration: A Synthesis , 2011 .

[8]  D. Roshier,et al.  Use of satellite telemetry on small-bodied waterfowl in Australia , 2009 .

[9]  R. Kavanagh,et al.  Resource predictability and foraging behaviour facilitate shifts between nomadism and residency in the eastern grass owl , 2011 .

[10]  D. Winkler,et al.  Movement ecology of migration in turkey vultures , 2008, Proceedings of the National Academy of Sciences.

[11]  Silke Bauer,et al.  The relevance of environmental conditions for departure decision changes en route in migrating geese. , 2008, Ecology.

[12]  April E. Reside,et al.  Weather, Not Climate, Defines Distributions of Vagile Bird Species , 2010, PloS one.

[13]  Rodney Rumbachs,et al.  Broad-scale mapping of temporary wetlands in arid Australia , 2004 .

[14]  Stan Matwin,et al.  Machine Learning for the Detection of Oil Spills in Satellite Radar Images , 1998, Machine Learning.

[15]  C. Guglielmo,et al.  Phenotypic Flexibility of Body Composition in Relation to Migratory State, Age, and Sex in the Western Sandpiper (Calidris mauri) , 2003, Physiological and Biochemical Zoology.

[16]  Willem Bouten,et al.  The influence of weather on the flight altitude of nocturnal migrants in mid‐latitudes , 2013 .

[17]  R. Davis,et al.  Response of African Elephants (Loxodonta africana) to Seasonal Changes in Rainfall , 2014, PloS one.

[18]  Alex Kacelnik,et al.  Cues, strategies, and outcomes: how migrating vertebrates track environmental change , 2014, Movement Ecology.

[19]  R. Kingsford,et al.  WATERBIRDS ON AN ADJACENT FRESHWATER LAKE AND SALT LAKE IN ARID AUSTRALIA , 1994 .

[20]  D. D. Falconer,et al.  Trapping and banding operations, Lara Lake, 1952. , 1953 .

[21]  A. Hedenström,et al.  Long-distance migrants as a model system of structural and physiological plasticity , 2001 .

[22]  J. Tracey,et al.  Feral Mallards: A Risk for Hybridisation with Wild Pacific Black Ducks in Australia? , 2009 .

[23]  Robert C. Holte,et al.  C4.5, Class Imbalance, and Cost Sensitivity: Why Under-Sampling beats Over-Sampling , 2003 .

[24]  S. Cooke Biotelemetry and biologging in endangered species research and animal conservation: relevance to regional, national, and IUCN Red List threat assessments , 2008 .

[25]  J. Linnell,et al.  Zoology , 2010, The Quarterly Review of Biology.

[26]  Veronica A. J. Doerr,et al.  Animal movement in dynamic landscapes: interaction between behavioural strategies and resource distributions , 2008, Oecologia.

[27]  R Core Team,et al.  R: A language and environment for statistical computing. , 2014 .

[28]  Robert D. Holt,et al.  Uncertainty and predictability: the niches of migrants and nomads , 2011 .

[29]  A. Hedenström,et al.  Flexibility of Continental Navigation and Migration in European Mallards , 2013, PloS one.

[30]  C. Brooks,et al.  Directed movement and orientation across a large natural landscape by zebras, Equus burchelli antiquorum , 2008, Animal Behaviour.

[31]  Willem Bouten,et al.  RNCEP: global weather and climate data at your fingertips , 2012 .

[32]  R. Zink Towards a framework for understanding the evolution of avian migration , 2002 .

[33]  Klaassen,et al.  Metabolic constraints on long-distance migration in birds , 1996, The Journal of experimental biology.

[34]  W. Sutherland Evidence for flexibility and constraint in migration systems , 1998 .

[35]  M. Hindell,et al.  A validated approach for supervised dive classification in diving vertebrates , 2008 .

[36]  S. L. Lima,et al.  Towards a behavioral ecology of ecological landscapes. , 1996, Trends in ecology & evolution.

[37]  Andy Liaw,et al.  Classification and Regression by randomForest , 2007 .

[38]  P. Barnard,et al.  When to stay , when to go : trade-offs for southern African arid-zone birds in times of drought , 2009 .

[39]  J. Reid,et al.  On animal distributions in dynamic landscapes , 2003 .

[40]  Mohamed Bekkar,et al.  Imbalanced Data Learning Approaches Review , 2013 .

[41]  D. R. Cutler,et al.  Utah State University From the SelectedWorks of , 2017 .

[42]  R. Hijmans,et al.  Ecophysiological constraints shape autumn migratory response to climate change in the North American field sparrow , 2008, Biology Letters.

[43]  J Elith,et al.  A working guide to boosted regression trees. , 2008, The Journal of animal ecology.

[44]  W. Fagan,et al.  How the interplay between individual spatial memory and landscape persistence can generate population distribution patterns , 2012 .

[45]  D. Roshier,et al.  What drives long-distance movements in the nomadic Grey Teal Anas gracilis in Australia? , 2008 .

[46]  A. Bennett,et al.  Extreme nomadism in desert waterbirds: flights of the banded stilt , 2014, Biology Letters.

[47]  D. Dunkerley,et al.  A fresh framework for the ecology of arid Australia , 2011 .

[48]  D. G. Green,et al.  Continental-scale interactions with temporary resources may explain the paradox of large populations of desert waterbirds in Australia , 2001, Landscape Ecology.

[49]  H. Dingle Migration: The Biology of Life on the Move , 1996 .

[50]  Graeme S. Cumming,et al.  Towards a unification of movement ecology and biogeography: conceptual framework and a case study on Afrotropical ducks , 2012 .

[51]  S. Hamilton,et al.  Flow variability in dryland rivers: boom, bust and the bits in between , 2006 .

[52]  Bruno Bruderer,et al.  Sustained bird flights occur at temperatures far beyond expected limits , 2008, Animal Behaviour.

[53]  J. Reid Ecology of Desert Rivers , 2008 .

[54]  W. Fiedler,et al.  Nomadism and seasonal range expansion in a large frugivorous bird , 2015 .

[55]  Martin Wikelski,et al.  Timing and flight mode of departure in migrating European bee-eaters in relation to multi-scale meteorological processes , 2011, Behavioral Ecology and Sociobiology.

[56]  Roine Strandberg,et al.  Geographical and temporal flexibility in the response to crosswinds by migrating raptors , 2011, Proceedings of the Royal Society B: Biological Sciences.

[57]  M. Kanamitsu,et al.  NCEP–DOE AMIP-II Reanalysis (R-2) , 2002 .

[58]  T. Alerstam,et al.  Flexibility in daily travel routines causes regional variation in bird migration speed , 2008, Behavioral Ecology and Sociobiology.

[59]  S. L. Lima,et al.  Behavioral tradeoffs when dispersing across a patchy landscape , 2005 .

[60]  N. Graham,et al.  Areas beneath the relative operating characteristics (ROC) and relative operating levels (ROL) curves: Statistical significance and interpretation , 2002 .

[61]  W. Kitchens,et al.  Factors influencing movement probabilities of a nomadic food specialist: proximate foraging benefits or ultimate gains from exploration? , 2000 .

[62]  S. Davies,et al.  Behavioural adaptations of birds to environments where evaporation is high and water is in short supply. , 1982, Comparative biochemistry and physiology. A, Comparative physiology.

[63]  H. Frith Movements and mortality rates of the Black Duck and Grey teal in South-eastern Australia , 1963 .

[64]  J. Barlow,et al.  Vocal activity of tropical dolphins is inhibited by the presence of killer whales, Orcinus orca , 2012 .

[65]  R. Reynolds,et al.  The NCEP/NCAR 40-Year Reanalysis Project , 1996, Renewable Energy.

[66]  D. Roshier,et al.  Movements of a nomadic waterfowl, Grey Teal Anas gracilis, across inland Australia: results from satellite telemetry spanning fifteen months , 2006 .

[67]  William F. Fagan,et al.  Search and navigation in dynamic environments – from individual behaviors to population distributions , 2008 .

[68]  Simon Benhamou,et al.  Spatial memory and animal movement. , 2013, Ecology letters.

[69]  Wei-Yin Loh,et al.  Classification and regression trees , 2011, WIREs Data Mining Knowl. Discov..

[70]  R. Kingsford,et al.  Australian waterbirds—products of the continent's ecology , 2002 .

[71]  Yannis P Papastamatiou,et al.  Scales of orientation, directed walks and movement path structure in sharks. , 2011, The Journal of animal ecology.

[72]  Dr. W. Richard J. Dean Nomadic Desert Birds , 2000, Adaptations of Desert Organisms.

[73]  A. Lucieer,et al.  Mapping Sub-Antarctic Cushion Plants Using Random Forests to Combine Very High Resolution Satellite Imagery and Terrain Modelling , 2013, PloS one.

[74]  Eliezer Gurarie,et al.  A novel method for identifying behavioural changes in animal movement data. , 2009, Ecology letters.

[75]  I. Newton Obligate and facultative migration in birds: ecological aspects , 2011, Journal of Ornithology.

[76]  John A. Hildebrand,et al.  The behavioral context of common dolphin (Delphinus sp.) vocalizations , 2012 .

[77]  Silke Bauer,et al.  What decision rules might pink-footed geese use to depart on migration? An individual-based model , 2009 .

[78]  H. Frith Waterfowl in Australia , 1977 .

[79]  P. Pyle,et al.  You have printed the following article : The Effects of Weather and Lunar Cycle on Nocturnal Migration of Landbirds at Southeast Farallon Island , California , 2007 .

[80]  Å. Lindström,et al.  Optimal departure decisions of songbirds from an experimental stopover site and the significance of weather , 2001, Animal Behaviour.

[81]  M. Pigllucci,et al.  How organisms respond to environmental changes: from phenotypes to molecules (and vice versa). , 1996, Trends in ecology & evolution.

[82]  Steffen Oppel,et al.  Using an algorithmic model to reveal individually variable movement decisions in a wintering sea duck. , 2009, The Journal of animal ecology.

[83]  Pinhas Alpert,et al.  Is there a connection between weather at departure sites, onset of migration and timing of soaring‐bird autumn migration in Israel? , 2006 .

[84]  Vilis O. Nams,et al.  Detecting oriented movement of animals , 2006, Animal Behaviour.

[85]  T. Alerstam,et al.  Individuality in bird migration: routes and timing , 2011, Biology Letters.

[86]  R. Kingsford,et al.  Responses of waterbirds to flooding in an arid region of Australia and implications for conservation , 2002 .