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Temporal resolutions in species distribution models of highly mobile marine animals: Recommendations for ecologists and managers

Publication ,  Journal Article
Mannocci, L; Boustany, AM; Roberts, JJ; Palacios, DM; Dunn, DC; Halpin, PN; Viehman, S; Moxley, J; Cleary, J; Bailey, H; Bograd, SJ; Hazen, EL ...
Published in: Diversity and Distributions
October 1, 2017

While ecologists have long recognized the influence of spatial resolution on species distribution models (SDMs), they have given relatively little attention to the influence of temporal resolution. Considering temporal resolutions is critical in distribution modelling of highly mobile marine animals, as they interact with dynamic oceanographic processes that vary at time-scales from seconds to decades. We guide ecologists in selecting temporal resolutions that best match ecological questions and ecosystems, and managers in applying these models. We group the temporal resolutions of environmental variables used in SDMs into three classes: instantaneous, contemporaneous and climatological. We posit that animal associations with fine-scale and ephemeral features are best modelled with instantaneous covariates. Associations with large scale and persistent oceanographic features are best modelled with climatological covariates. Associations with mesoscale features are best modelled with instantaneous or contemporaneous covariates if ephemeral processes are present or interannual variability occurs, and climatological covariates if seasonal processes dominate and interannual variability is weak.

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Published In

Diversity and Distributions

DOI

EISSN

1472-4642

ISSN

1366-9516

Publication Date

October 1, 2017

Volume

23

Issue

10

Start / End Page

1098 / 1109

Related Subject Headings

  • Ecology
  • 41 Environmental sciences
  • 31 Biological sciences
  • 06 Biological Sciences
  • 05 Environmental Sciences
 

Citation

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Mannocci, L., Boustany, A. M., Roberts, J. J., Palacios, D. M., Dunn, D. C., Halpin, P. N., … Winship, A. J. (2017). Temporal resolutions in species distribution models of highly mobile marine animals: Recommendations for ecologists and managers. Diversity and Distributions, 23(10), 1098–1109. https://doi.org/10.1111/ddi.12609
Mannocci, L., A. M. Boustany, J. J. Roberts, D. M. Palacios, D. C. Dunn, P. N. Halpin, S. Viehman, et al. “Temporal resolutions in species distribution models of highly mobile marine animals: Recommendations for ecologists and managers.” Diversity and Distributions 23, no. 10 (October 1, 2017): 1098–1109. https://doi.org/10.1111/ddi.12609.
Mannocci L, Boustany AM, Roberts JJ, Palacios DM, Dunn DC, Halpin PN, et al. Temporal resolutions in species distribution models of highly mobile marine animals: Recommendations for ecologists and managers. Diversity and Distributions. 2017 Oct 1;23(10):1098–109.
Mannocci, L., et al. “Temporal resolutions in species distribution models of highly mobile marine animals: Recommendations for ecologists and managers.” Diversity and Distributions, vol. 23, no. 10, Oct. 2017, pp. 1098–109. Scopus, doi:10.1111/ddi.12609.
Mannocci L, Boustany AM, Roberts JJ, Palacios DM, Dunn DC, Halpin PN, Viehman S, Moxley J, Cleary J, Bailey H, Bograd SJ, Becker EA, Gardner B, Hartog JR, Hazen EL, Ferguson MC, Forney KA, Kinlan BP, Oliver MJ, Perretti CT, Ridoux V, Teo SLH, Winship AJ. Temporal resolutions in species distribution models of highly mobile marine animals: Recommendations for ecologists and managers. Diversity and Distributions. 2017 Oct 1;23(10):1098–1109.
Journal cover image

Published In

Diversity and Distributions

DOI

EISSN

1472-4642

ISSN

1366-9516

Publication Date

October 1, 2017

Volume

23

Issue

10

Start / End Page

1098 / 1109

Related Subject Headings

  • Ecology
  • 41 Environmental sciences
  • 31 Biological sciences
  • 06 Biological Sciences
  • 05 Environmental Sciences