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Erschienen in: Swarm Intelligence 2/2022

25.11.2021

Causes of variation of darkness in flocks of starlings, a computational model

verfasst von: A. Costanzo, H. Hildenbrandt, C. K. Hemelrijk

Erschienen in: Swarm Intelligence | Ausgabe 2/2022

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Abstract

The coordinated motion of large flocks of starlings is fascinating for both laymen and scientists. During their aerial displays, the darkness of flocks often changes, for instance dark bands propagate through the flock (so-called agitation waves) and small or large parts of the flock darken. The causes of dark bands in agitation waves have recently been shown to depend on changes in orientation of birds relative to the observer rather than changes in density of the flock, but what causes other changes in darkness need to be studied still and this is the aim of the present investigation. Because we cannot empirically relate changes in darkness in flocks to quantities, such as position and orientation of the flock and of its members relative to the observer, we study this in a computational model. We use StarDisplay, a model of collective motion of starlings, because its flocks resemble empirical data in many properties, such as their three-dimensional shape, their manner of turning, the correlation of heading of its group-members, and its internal structure regarding density and stability of neighbors. We show that the change in darkness in the flocks perceived by an observer on the ground mostly depends on the observer’s distance to the flock and on the degree of exposure of the wing surface of flock members to the observer, and that darkness appears to decrease when birds roll during sharp turns. Remarkably, the darkness of the flock perceived by the observer was neither affected by the orientation of the flock relative to the observer nor by the density of the flock. Further studies are needed to investigate changes in darkness for flocks under predation.

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Literatur
Zurück zum Zitat Attanasi, A., Cavagna, A., Del Castello, L., Giardina, I., Jelic, A., Melillo, S., Parisi, L., Pohl, O., Shen, E., & Viale, M. (2015). Emergence of collective changes in travel direction of starling flocks from individual birds’ fluctuations. Journal of the Royal Society Interface, 12(108), 20150319.CrossRef Attanasi, A., Cavagna, A., Del Castello, L., Giardina, I., Jelic, A., Melillo, S., Parisi, L., Pohl, O., Shen, E., & Viale, M. (2015). Emergence of collective changes in travel direction of starling flocks from individual birds’ fluctuations. Journal of the Royal Society Interface, 12(108), 20150319.CrossRef
Zurück zum Zitat Axelsen, B. E., Anker-Nilssen, T., Fossum, P., Kvamme, C., & Nøttestad, L. (2001). Pretty patterns but a simple strategy: Predator-prey interactions between juvenile herring and Atlantic puffins observed with multibeam sonar. Canadian Journal of Zoology, 79(9), 1586–1596.CrossRef Axelsen, B. E., Anker-Nilssen, T., Fossum, P., Kvamme, C., & Nøttestad, L. (2001). Pretty patterns but a simple strategy: Predator-prey interactions between juvenile herring and Atlantic puffins observed with multibeam sonar. Canadian Journal of Zoology, 79(9), 1586–1596.CrossRef
Zurück zum Zitat Ballerini, M., Cabibbo, N., Candelier, R., Cavagna, A., Cisbani, E., Giardina, I., Orlandi, A., Parisi, G., Procaccini, A., Viale, M., & Zdravkovic, V. (2008a). Empirical investigation of starling flocks: A benchmark study in collective animal behaviour. Animal Behaviour, 76(1), 201–215.CrossRef Ballerini, M., Cabibbo, N., Candelier, R., Cavagna, A., Cisbani, E., Giardina, I., Orlandi, A., Parisi, G., Procaccini, A., Viale, M., & Zdravkovic, V. (2008a). Empirical investigation of starling flocks: A benchmark study in collective animal behaviour. Animal Behaviour, 76(1), 201–215.CrossRef
Zurück zum Zitat Ballerini, M., Cabibbo, N., Candelier, R., Cavagna, A., Cisbani, E., Giardina, I., Lecomte, V., Orlandi, A., Parisi, G., Procaccini, A., Viale, M., & Zdravkovic, V. (2008b). Interaction ruling animal collective behavior depends on topological rather than metric distance: Evidence from a field study. Proceedings of the National Academy of Sciences, 105(4), 1232–1237.CrossRef Ballerini, M., Cabibbo, N., Candelier, R., Cavagna, A., Cisbani, E., Giardina, I., Lecomte, V., Orlandi, A., Parisi, G., Procaccini, A., Viale, M., & Zdravkovic, V. (2008b). Interaction ruling animal collective behavior depends on topological rather than metric distance: Evidence from a field study. Proceedings of the National Academy of Sciences, 105(4), 1232–1237.CrossRef
Zurück zum Zitat Bialek, W., Cavagna, A., Giardina, I., Mora, T., Silvestri, E., Viale, M., & Walczak, A. M. (2012). Statistical mechanics for natural flocks of birds. Proceedings of the National Academy of Sciences, 109(13), 4786–4791.CrossRef Bialek, W., Cavagna, A., Giardina, I., Mora, T., Silvestri, E., Viale, M., & Walczak, A. M. (2012). Statistical mechanics for natural flocks of birds. Proceedings of the National Academy of Sciences, 109(13), 4786–4791.CrossRef
Zurück zum Zitat Bode, N. W., Franks, D. W., & Wood, A. J. (2011). Limited interactions in flocks: Relating model simulations to empirical data. Journal of the Royal Society Interface, 8(55), 301–304.CrossRef Bode, N. W., Franks, D. W., & Wood, A. J. (2011). Limited interactions in flocks: Relating model simulations to empirical data. Journal of the Royal Society Interface, 8(55), 301–304.CrossRef
Zurück zum Zitat Carere, C., Montanino, S., Moreschini, F., Zoratto, F., Chiarotti, F., Santucci, D., & Alleva, E. (2009). Aerial flocking patterns of wintering starlings, Sturnus vulgaris, under different predation risk. Animal Behaviour, 77(1), 101–107.CrossRef Carere, C., Montanino, S., Moreschini, F., Zoratto, F., Chiarotti, F., Santucci, D., & Alleva, E. (2009). Aerial flocking patterns of wintering starlings, Sturnus vulgaris, under different predation risk. Animal Behaviour, 77(1), 101–107.CrossRef
Zurück zum Zitat Cavagna, A., Cimarelli, A., Giardina, I., Parisi, G., Santagati, R., Stefanini, F., & Viale, M. (2010). Scale-free correlations in starling flocks. Proceedings of the National Academy of Sciences, 107(26), 11865–11870.CrossRef Cavagna, A., Cimarelli, A., Giardina, I., Parisi, G., Santagati, R., Stefanini, F., & Viale, M. (2010). Scale-free correlations in starling flocks. Proceedings of the National Academy of Sciences, 107(26), 11865–11870.CrossRef
Zurück zum Zitat Cavagna, A., Queirós, S. D., Giardina, I., Stefanini, F., & Viale, M. (2013). Diffusion of individual birds in starling flocks. Proceedings of the Royal Society B: Biological Sciences, 280(1756), 20122484.CrossRef Cavagna, A., Queirós, S. D., Giardina, I., Stefanini, F., & Viale, M. (2013). Diffusion of individual birds in starling flocks. Proceedings of the Royal Society B: Biological Sciences, 280(1756), 20122484.CrossRef
Zurück zum Zitat Chaté, H., Ginelli, F., Grégoire, G., Peruani, F., & Raynaud, F. (2008). Modeling collective motion: Variations on the Vicsek model. The European Physical Journal B, 64(3–4), 451–456.CrossRef Chaté, H., Ginelli, F., Grégoire, G., Peruani, F., & Raynaud, F. (2008). Modeling collective motion: Variations on the Vicsek model. The European Physical Journal B, 64(3–4), 451–456.CrossRef
Zurück zum Zitat Cleveland Bent, A. (1927). Life histories of North American shore birds (No. 598.3397 C5). Dover Publications. Cleveland Bent, A. (1927). Life histories of North American shore birds (No. 598.3397 C5). Dover Publications.
Zurück zum Zitat Cronin, T. W., Johnsen, S., Marshall, N. J., & Warrant, E. J. (2014). Visual ecology. Princeton University Press.CrossRef Cronin, T. W., Johnsen, S., Marshall, N. J., & Warrant, E. J. (2014). Visual ecology. Princeton University Press.CrossRef
Zurück zum Zitat Davis, J. M. (1980). The coordinated aerobatics of dunlin flocks. Animal Behaviour, 28(3), 668–673.CrossRef Davis, J. M. (1980). The coordinated aerobatics of dunlin flocks. Animal Behaviour, 28(3), 668–673.CrossRef
Zurück zum Zitat Costanzo, A., & Hemelrijk, C. K. (2018). Spontaneous emergence of milling (vortex state) in a Vicsek-like model. Journal of Physics D: Applied Physics, 51(13), 134004.CrossRef Costanzo, A., & Hemelrijk, C. K. (2018). Spontaneous emergence of milling (vortex state) in a Vicsek-like model. Journal of Physics D: Applied Physics, 51(13), 134004.CrossRef
Zurück zum Zitat Couzin, I. D., Krause, J., James, R., Ruxton, G. D., & Franks, N. R. (2002). Collective memory and spatial sorting in animal groups. Journal of Theoretical Biology, 218(1), 1–11.MathSciNetCrossRef Couzin, I. D., Krause, J., James, R., Ruxton, G. D., & Franks, N. R. (2002). Collective memory and spatial sorting in animal groups. Journal of Theoretical Biology, 218(1), 1–11.MathSciNetCrossRef
Zurück zum Zitat Feare, C. J. (1984). The starling. Oxford University Press. Feare, C. J. (1984). The starling. Oxford University Press.
Zurück zum Zitat Gillies, J., Bacic, M., Thomas, A., Taylor, G., & Yuan, F. (2008). Modeling and identification of steppe eagle (Aquila nipalensis) dynamics. In: AIAA Modeling and Simulation Technologies Conference and Exhibit (p. 7096). Gillies, J., Bacic, M., Thomas, A., Taylor, G., & Yuan, F. (2008). Modeling and identification of steppe eagle (Aquila nipalensis) dynamics. In: AIAA Modeling and Simulation Technologies Conference and Exhibit (p. 7096).
Zurück zum Zitat Hemelrijk, C. K., & Hildenbrandt, H. (2011). Some causes of the variable shape of flocks of birds. PloS one, 6(8), e22479.CrossRef Hemelrijk, C. K., & Hildenbrandt, H. (2011). Some causes of the variable shape of flocks of birds. PloS one, 6(8), e22479.CrossRef
Zurück zum Zitat Hemelrijk, C. K., & Hildenbrandt, H. (2012). Schools of fish and flocks of birds: Their shape and internal structure by self-organization. Interface Focus, 2(6), 726–737.CrossRef Hemelrijk, C. K., & Hildenbrandt, H. (2012). Schools of fish and flocks of birds: Their shape and internal structure by self-organization. Interface Focus, 2(6), 726–737.CrossRef
Zurück zum Zitat Hemelrijk, C. K., & Hildenbrandt, H. (2015). Diffusion and topological neighbours in flocks of starlings: Relating a model to empirical data. PLoS One, 10(5), e0126913.CrossRef Hemelrijk, C. K., & Hildenbrandt, H. (2015). Diffusion and topological neighbours in flocks of starlings: Relating a model to empirical data. PLoS One, 10(5), e0126913.CrossRef
Zurück zum Zitat Hemelrijk, C. K., & Hildenbrandt, H. (2015b). Scale-free correlations, influential neighbours and speed control in flocks of birds. Journal of Statistical Physics, 158(3), 563–578.MathSciNetCrossRef Hemelrijk, C. K., & Hildenbrandt, H. (2015b). Scale-free correlations, influential neighbours and speed control in flocks of birds. Journal of Statistical Physics, 158(3), 563–578.MathSciNetCrossRef
Zurück zum Zitat Hemelrijk, C. K., van Zuidam, L., & Hildenbrandt, H. (2015). What underlies waves of agitation in starling flocks. Behavioral Ecology and Sociobiology, 69(5), 755–764.CrossRef Hemelrijk, C. K., van Zuidam, L., & Hildenbrandt, H. (2015). What underlies waves of agitation in starling flocks. Behavioral Ecology and Sociobiology, 69(5), 755–764.CrossRef
Zurück zum Zitat Hildenbrandt, H., Carere, C., & Hemelrijk, C. K. (2010). Self-organized aerial displays of thousands of starlings: A model. Behavioral Ecology, 21(6), 1349–1359.CrossRef Hildenbrandt, H., Carere, C., & Hemelrijk, C. K. (2010). Self-organized aerial displays of thousands of starlings: A model. Behavioral Ecology, 21(6), 1349–1359.CrossRef
Zurück zum Zitat Krause, J., Ruxton, G. D., Ruxton, G., & Ruxton, I. G. (2002). Living in groups. Oxford University Press.MATH Krause, J., Ruxton, G. D., Ruxton, G., & Ruxton, I. G. (2002). Living in groups. Oxford University Press.MATH
Zurück zum Zitat Kunz, H., Züblin, T., & Hemelrijk, C. K. (2006). On prey grouping and predator confusion in artificial fish schools. In: Proceedings of the Tenth International Conference of Artificial Life. MIT Press, Cambridge, Massachusetts. Kunz, H., Züblin, T., & Hemelrijk, C. K. (2006). On prey grouping and predator confusion in artificial fish schools. In: Proceedings of the Tenth International Conference of Artificial Life. MIT Press, Cambridge, Massachusetts.
Zurück zum Zitat Nagy, M., Ákos, Z., Biro, D., & Vicsek, T. (2010). Hierarchical group dynamics in pigeon flocks. Nature, 464(7290), 890–893.CrossRef Nagy, M., Ákos, Z., Biro, D., & Vicsek, T. (2010). Hierarchical group dynamics in pigeon flocks. Nature, 464(7290), 890–893.CrossRef
Zurück zum Zitat Pearce, D. J., Miller, A. M., Rowlands, G., & Turner, M. S. (2014). Role of projection in the control of bird flocks. Proceedings of the National Academy of Sciences, 111(29), 10422–10426.CrossRef Pearce, D. J., Miller, A. M., Rowlands, G., & Turner, M. S. (2014). Role of projection in the control of bird flocks. Proceedings of the National Academy of Sciences, 111(29), 10422–10426.CrossRef
Zurück zum Zitat Major, P. F., & Dill, L. M. (1978). The three-dimensional structure of airborne bird flocks. Behavioral Ecology and Sociobiology, 4(2), 111–122.CrossRef Major, P. F., & Dill, L. M. (1978). The three-dimensional structure of airborne bird flocks. Behavioral Ecology and Sociobiology, 4(2), 111–122.CrossRef
Zurück zum Zitat Procaccini, A., Orlandi, A., Cavagna, A., Giardina, I., Zoratto, F., Santucci, D., Chiarotti, F., Hemelrijk, C. K., Alleva, E., Parisi, G., & Carere, C. (2011). Propagating waves in starling, Sturnus vulgaris, flocks under predation. Animal Behaviour, 82(4), 759–765.CrossRef Procaccini, A., Orlandi, A., Cavagna, A., Giardina, I., Zoratto, F., Santucci, D., Chiarotti, F., Hemelrijk, C. K., Alleva, E., Parisi, G., & Carere, C. (2011). Propagating waves in starling, Sturnus vulgaris, flocks under predation. Animal Behaviour, 82(4), 759–765.CrossRef
Zurück zum Zitat Pomeroy, H., & Heppner, F. (1992). Structure of turning in airborne rock dove (Columba livia) flocks. The Auk, 109(2), 256–267.CrossRef Pomeroy, H., & Heppner, F. (1992). Structure of turning in airborne rock dove (Columba livia) flocks. The Auk, 109(2), 256–267.CrossRef
Zurück zum Zitat Potts, W. K. (1984). The chorus-line hypothesis of manoeuvre coordination in avian flocks. Nature, 309(5966), 344–345.CrossRef Potts, W. K. (1984). The chorus-line hypothesis of manoeuvre coordination in avian flocks. Nature, 309(5966), 344–345.CrossRef
Zurück zum Zitat Storms, R. F., Carere, C., Zoratto, F., & Hemelrijk, C. K. (2019). Complex patterns of collective escape in starling flocks under predation. Behavioral Ecology and Sociobiology, 73(1), 10.CrossRef Storms, R. F., Carere, C., Zoratto, F., & Hemelrijk, C. K. (2019). Complex patterns of collective escape in starling flocks under predation. Behavioral Ecology and Sociobiology, 73(1), 10.CrossRef
Zurück zum Zitat Strandburg-Peshkin, A., Twomey, C. R., Bode, N. W., Kao, A. B., Katz, Y., Ioannou, C. C., & Couzin, I. D. (2013). Visual sensory networks and effective information transfer in animal groups. Current Biology, 23(17), R709–R711.CrossRef Strandburg-Peshkin, A., Twomey, C. R., Bode, N. W., Kao, A. B., Katz, Y., Ioannou, C. C., & Couzin, I. D. (2013). Visual sensory networks and effective information transfer in animal groups. Current Biology, 23(17), R709–R711.CrossRef
Zurück zum Zitat Sumpter, D. J. (2010). Collective animal behavior. Princeton University Press.CrossRef Sumpter, D. J. (2010). Collective animal behavior. Princeton University Press.CrossRef
Zurück zum Zitat Vicsek, T., & Zafeiris, A. (2012). Collective motion. Physics Reports, 517(3–4), 71–140.CrossRef Vicsek, T., & Zafeiris, A. (2012). Collective motion. Physics Reports, 517(3–4), 71–140.CrossRef
Zurück zum Zitat Zoratto, F., Carere, C., Chiarotti, F., Santucci, D., & Alleva, E. (2010). Aerial hunting behaviour and predation success by peregrine falcons Falco peregrinus on starling flocks Sturnus vulgaris. Journal of Avian Biology, 41(4), 427–433.CrossRef Zoratto, F., Carere, C., Chiarotti, F., Santucci, D., & Alleva, E. (2010). Aerial hunting behaviour and predation success by peregrine falcons Falco peregrinus on starling flocks Sturnus vulgaris. Journal of Avian Biology, 41(4), 427–433.CrossRef
Metadaten
Titel
Causes of variation of darkness in flocks of starlings, a computational model
verfasst von
A. Costanzo
H. Hildenbrandt
C. K. Hemelrijk
Publikationsdatum
25.11.2021
Verlag
Springer US
Erschienen in
Swarm Intelligence / Ausgabe 2/2022
Print ISSN: 1935-3812
Elektronische ISSN: 1935-3820
DOI
https://doi.org/10.1007/s11721-021-00207-4

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