How landscape dynamics link individual- to population-level movement patterns: A multispecies comparison of ungulate relocation data

Global Ecology and Biogeography

Volumn 20, Issue 5, 2011, Pages 683-694

  Mueller, Thomas ^a,b   Olson, Kirk A ^c   Dressler, Gunnar ^a,f   Leimgruber, Peter ^b   Fuller, Todd K ^c   Nicolson, Craig ^c   Novaro, Andres J ^d   Bolgeri, Maria J ^d   Wattles, David ^c   Destefano, Stephen ^c   Calabrese, Justin M ^b,e   Fagan, William F ^a  

^a Bldg 142   (United States)

^b SMITHSONIAN CONSERVATION BIOLOGY INSTITUTE   (United States)

^c UNIVERSITY OF MASSACHUSETTS   (United States)

^d Andean Steppe Program Wildlife Conservation Society   (Argentina)

^e HELMHOLTZ CENTRE FOR ENVIRONMENTAL RESEARCH UFZ   (Germany)

^f UNIVERSITY OF GREIFSWALD   (Germany)

Author keywords

Animal movements; Landscape dynamics; Migration; NDVI; Relocation data; Ungulates

Indexed keywords

LANDSCAPE STRUCTURE; NDVI; POPULATION MIGRATION; RELOCATION; SPATIAL VARIATION; SPECIES CONSERVATION; TEMPERATE FOREST; TEMPORAL VARIATION; UNGULATE; VEGETATION DYNAMICS;

ALASKA; CANADA; MASSACHUSETTS; MONGOLIA; PATAGONIA; UNITED STATES;

ANIMALIA; LAMA GUANICOE; PROCAPRA GUTTUROSA; RANGIFER TARANDUS; UNGULATA;

EID: 79961209852     PISSN: 1466822X     EISSN: 14668238     Source Type: Journal    
DOI: 10.1111/j.1466-8238.2010.00638.x     Document Type: Article

References (50)

1. Baayen, R.H. (2008) Analyzing linguistic data: a practical introduction to statistics using R. Cambridge University Press, Cambridge.
2. Bates, D., Maechler, M. & Dai, B. (2008) lme4: linear mixed-effects models using S4 classes. R package version 0.999375-28. Available at: (accessed 1 March 2010).
3. Berger, J. (2004) The last mile: how to sustain long-distance migration in mammals. Conservation Biology, 18, 320-331.
4. Berger, J., Cain, S.L. & Berger, K.M. (2006) Connecting the dots: an invariant migration corridor links the Holocene to the present. Biology Letters, 2, 528-531.
5. Bolger, D.T., Newmark, W.D., Morrison, T.A. & Doak, D.F. (2008) The need for integrative approaches to understand and conserve migratory ungulates. Ecology Letters, 11, 63-77.
6. Couzin, I.D., Krause, J., Franks, N.R. & Levin, S.A. (2005) Effective leadership and decision-making in animal groups on the move. Nature, 433, 513-516.
7. Cushman, S.A., Chase, M. & Griffin, C. (2005) Elephants in space and time. Oikos, 109, 331-341.
8. Dunn, J. & Gipson, P. (1977) Analysis of radio telemetry data in studies of home range. Biometrics, 33, 85-101.
9. Fancy, S., Pank, L., Whitten, K. & Regelin, W. (1989) Seasonal movements of caribou in arctic Alaska as determined by satellite. Canadian Journal of Zoology, 67, 644-650.
10. Forester, J.D., Ives, A.R., Turner, M.G., Anderson, D.P., Fortin, D., Beyer, H.L., Smith, D.W. & Boyce, M.S. (2007) State-space models link elk movement patterns to landscape characteristics in Yellowstone National Park. Ecological Monographs, 77, 285-299.
11. Fryxell, J.M., Wilmshurst, J.F., Sinclair, A.R.E., Haydon, D.T., Holt, R.D. & Abrams, P.A. (2005) Landscape scale, heterogeneity, and the viability of Serengeti grazers. Ecology Letters, 8, 328-335.
12. Fryxell, J.M., Hazell, M., Börger, L., Dalziel, B.D., Haydon, D.T., Morales, J.M., Mcintosh, T. & Rosatte, R.C. (2008) Multiple movement modes by large herbivores at multiple spatiotemporal scales. Proceedings of the National Academy of Sciences USA, 105, 19114-19119.
13. Giraudoux, P. (2009) pgirmess: data analysis in ecology. R package version 1.3.8. Available at: (accessed 1 March 2010).
14. Griffith, B., Douglas, D.C., Walsh, N.E., Young, D.D., McCabe, T.R., Russell, D.E., White, R.G., Cameron, R.D. & Whitten, K.R. (2002) The Porcupine caribou herd. Arctic Refuge coastal plain terrestrial wildlife research summaries (ed. by D.C. Douglas, P.E. Reynolds and E.B. Rhode), pp. 8-37. Biological Science Report USGS/BRD/BSR-2002-0001. US Geological Survey, Biological Resources Division. Available at: (accessed 1 March 2010).
15. Gurarie, E., Andrews, R.D. & Laidre, K.L. (2009) A novel method for identifying behavioural changes in animal movement data. Ecology Letters, 12, 395-408.
16. Halley, J.M., Hartley, S., Kallimanis, A.S., Kunin, W.E., Lennon, J.J. & Sgardelis, S.P. (2004) Uses and abuses of fractal methodology in ecology. Ecology Letters, 7, 254-271.
17. Harris, G., Thirgood, S., Hopcraft, J.G.C., Cromsigt, J.P.G. & Berger, J. (2009) Global decline in aggregated migrations of large terrestrial mammals. Endangered Species Research, 7, 55-76.
18. Hebblewhite, M., Merrill, E. & Mcdermid, G. (2008) A multi-scale test of the forage maturation hypothesis in a partially migratory ungulate population. Ecological Monographs, 78, 141-166.
19. Heupel, M.R. & Simpfendorfer, C.A. (2005) Quantitative analysis of aggregation behavior in juvenile blacktip sharks. Marine Biology, 147, 1239-1249.
20. Holden, C. (2006) Inching toward movement ecology. Science, 313, 779-782.
21. Holdo, R.M., Holt, R.D. & Fryxell, J.M. (2009) Opposing rainfall and plant nutritional gradients best explain the wildebeest migration in the Serengeti. The American Naturalist, 173, 431-445.
22. Hundertmark, H.J. (1998) Home range, dispersal and migration. Ecology and management of the North American moose (ed. by A.W. Franzmann and C.C. Schwartz), pp. 303-335. Smithsonian Institute Press, Washington, DC.
23. Ito, T.Y., Miura, N., Lhagvasuren, B., Enkhbileg, D., Takatsuki, S., Tsunekawa, A. & Jiang, Z. (2006) Satellite tracking of Mongolian gazelles (Procapra gutturosa) and habitat shifts in their seasonal ranges. Journal of Zoology, 269, 291-298.
24. Jonzén, N., Wilcox, C. & Possingham, H.P. (2004) Habitat selection and population regulation in temporally fluctuating environments. The American Naturalist, 164, E103-E114.
25. Leimgruber, P., McShea, W.J., Brookes, C.J., Bolor-Erdene, L., Wemmer, C. & Larson, C. (2001) Spatial patterns in relative primary productivity and gazelle migration in the Eastern Steppes of Mongolia. Biological Conservation, 102, 205-212.
26. McLoughlin, P.D., Morris, D.W., Fortin, D., Vander Wal, E. & Contasti, A.L. (2010) Considering ecological dynamics in resource selection functions. Journal of Animal Ecology, 79, 4-12.
27. Moorcroft, P.R. & Lewis, M.A. (2006) Mechanistic home range analysis. Princeton University Press, Princeton, NJ.
28. Morales, J.M., Haydon, D.T., Frair, J., Holsiner, K.E. & Fryxell, J.M. (2004) Extracting more out of relocation data: building movement models as mixtures of random walks. Ecology, 85, 2436-2445.
29. Mueller, T. & Fagan, W.F. (2008) Search and navigation in dynamic environments - from individual behaviors to population distributions. Oikos, 117, 654-664.
30. Mueller, T., Olson, K.A., Fuller, T.K., Schaller, G.B., Murray, M.G. & Leimgruber, P. (2008) In search of forage: predicting dynamic habitats of Mongolian gazelles using satellite-based estimates of vegetation productivity. Journal of Applied Ecology, 45, 649-658.
31. Nams, V.O. (2005) Using animal movement paths to measure response to spatial scale. Oecologia, 143, 179-188.
32. Nathan, R., Getz, W.M., Revilla, E., Holyoak, M., Kadmon, R., Saltz, D. & Smouse, P.E. (2008) A movement ecology paradigm for unifying organismal movement research. Proceedings of the National Academy of Sciences USA, 105, 19052-19059.
33. Newmark, W.D. (2008) Isolation of African protected areas. Frontiers in Ecology and the Environment, 6, 321-328.
34. Olson, K.A., Fuller, T.K., Schaller, G.B., Lhagvasuren, B. & Odonkhuu, D. (2005) Reproduction, neonatal weights, and first-year survival of Mongolian gazelles (Procapra gutturosa). Journal of Zoology, 265, 227-233.
35. Olson, K.A., Mueller, T., Bolortsetseg, S., Leimgruber, P., Fagan, W.F. & Fuller, T.K. (2009) A mega-herd of more than 200, 000 Mongolian gazelles Procapra gutturosa: a consequence of habitat quality. Oryx, 43, 149-153.
36. Ortega, I.M. & Franklin, W.L. (1995) Social organization, distribution and movements of a migratory guanaco population in the Chilean Patagonia. Revista Chilena de Historia Natural, 68, 489-500.
37. Pettorelli, N., Vik, J.O., Mysterud, A., Gaillard, J.M., Tucker, C.J. & Stenseth, N.C. (2005) Using the satellite-derived NDVI to assess ecological responses to environmental change. Trends in Ecology and Evolution, 20, 503-510.
38. Pettorelli, N., Bro-Jørgensen, J., Durant, S.M., Blackburn, T. & Carbone, C. (2009) Energy availability and density estimates in African ungulates. The American Naturalist, 173, 698-704.
39. R Development Core Team (2009) R: a language and environment for statistical computing. R foundation for statistical computing, Vienna, Austria. Available at: (accessed 1 March 2010).
40. Roshier, D.A. & Reid, J.R.W. (2003) On animal distributions in dynamic landscapes. Ecography, 26, 539-544.
41. Roshier, D.A., Doerr, V.A.J. & Doerr, E.D. (2008) Animal movement in dynamic landscapes: interaction between behavioural strategies and resource distributions. Oecologia, 156, 465-477.
42. Rowlingson, B. & Diggle, P. (1993) Splancs - spatial point pattern-analysis code in S-Plus. Computers & Geosciences, 19, 627-655.
43. Rowlingson, B., Diggle, P., Bivand, R., Petris, G. & Eglen, S. (2008) splancs: spatial and space-time point pattern analysis. R package version 2.01-24. Available at: (accessed 1 March 2010).
44. Sawyer, H., Kauffman, M.J., Nielson, R.M. & Horne, J.S. (2009) Identifying and prioritizing ungulate migration routes for landscape-level conservation. Ecological Applications, 19, 2016-2025.
45. Schaller, G.B. (1998) Wildlife of the Tibetan steppe. University of Chicago Press, Chicago, IL.
46. Schick, R.S., Loarie, S.R., Colchero, F., Best, B.D., Boustany, A., Conde, D.A., Halpin, P.N., Joppa, L.N., McClellan, C.M. & Clark, J.S. (2008) Understanding movement data and movement processes: current and emerging directions. Ecology Letters, 11, 1338-1350.
47. Sinclair, A.R.E. (1983) The function of distance movements in vertebrates. The ecology of animal movement (ed. by I.R. Swingland and P.J. Greenwood), pp. 248-258. Clarendon Press, Oxford.
48. Tucker, C.J., Pinzon, J.E., Brown, M.E., Slayback, D.A., Pak, E.W., Mahoney, R., Vermotea, E.F. & El Saleousa, N. (2005) An extended AVHRR 8-km NDVI dataset compatible with MODIS and SPOT vegetation NDVI data. International Journal of Remote Sensing, 26, 4485-4498.
49. Wilcove, D.S. & Wikelski, M. (2008) Going, going, gone: is animal migration disappearing? PLoS Biology, 6, 1361-1364.
50. Young, D.D. & McCabe, T.R. (1998) Grizzly bears and calving caribou: what is the relation with river corridors? Journal of Wildlife Management, 62, 255-261.