Skip to main content
Log in

Calculating spatial statistics for velocity jump processes with experimentally observed reorientation parameters

  • Published:
Journal of Mathematical Biology Aims and scope Submit manuscript

Abstract.

Mathematical modelling of the directed movement of animals, microorganisms and cells is of great relevance in the fields of biology and medicine. Simple diffusive models of movement assume a random walk in the position, while more realistic models include the direction of movement by assuming a random walk in the velocity. These velocity jump processes, although more realistic, are much harder to analyse and an equation that describes the underlying spatial distribution only exists in one dimension. In this communication we set up a realistic reorientation model in two dimensions, where the mean turning angle is dependent on the previous direction of movement and bias is implicitly introduced in the probability distribution for the direction of movement. This model, and the associated reorientation parameters, is based on data from experiments on swimming microorganisms. Assuming a transport equation to describe the motion of a population of random walkers using a velocity jump process, together with this realistic reorientation model, we use a moment closure method to derive and solve a system of equations for the spatial statistics. These asymptotic equations are a very good match to simulated random walks for realistic parameter values.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Batschelet, E.: Circular Statistics in Biology. Academic Press, London, 1981

  2. Bovet, P., Benhamou, S.: Spatial analysis of animals' movements using a correlated random walk model. J. Theo. Biol. 131, 419–433 (1988)

    Google Scholar 

  3. Codling, E.A.: Biased Random Walks in Biology PhD Thesis. Leeds University, 2003. http://www.maths.leeds.ac.uk/Applied/phd/codling.html

  4. Codling, E.A., Hill, N.A.: Sampling rate effects on measurements of correlated and biased random walks. J. Theo. Biol. 233, 573–588 (2005)

    Article  Google Scholar 

  5. Codling, E.A., Hill, N.A., Pitchford, J.W., Simpson, S.: Random walk models for the movement and recruitment of reef fish larvae. Mar. Ecol. Prog. Ser., 279, 215–224 (2004)

    Google Scholar 

  6. Dolak, Y., Hillen, T.: Cattaneo models of chemosensitive movement: numerical solution and pattern formation. J. Math. Biol. 46, 153–170 (2003)

    Article  PubMed  Google Scholar 

  7. Fisher, N.I., Best, D.J.: Efficient simulation of the von Mises distribution. Appl. Stat. 28, 152–157 (1979)

    Google Scholar 

  8. Ford, R.M., Lauffenburger, D.A.: Measurement of bacterial random motility and chemotaxis coefficients: II. application of single cell based mathematical model. Biotechnol. Bioeng. 37, 661–672 (1991)

    Google Scholar 

  9. Ghovai, S., Hill, N.A.: Penetrative phototactic bioconvection. Submitted to Phys. Fluids, 2004

  10. Goldstein, S.: On diffusion by discontinuous movements, and on the telegraph equation. J. Mech. App. Math. 6, 129–156 (1951)

    Google Scholar 

  11. Hill, N.A., Häder, D.P.: A biased random walk model for the trajectories of swimming micro-organisms. J. Theo. Biol. 186, 503–526 (1997)

    Article  Google Scholar 

  12. Hill, N.A., Vincent, R.V.: A simple model and strategies for orientation in phototactic micro-organisms. J. Theo. Biol. 163, 223–235 (1993)

    Article  Google Scholar 

  13. Hillen, T.: Hyperbolic models for chemosensitive movement. Math. Mod. Meth. in Appl. Sci. 12, 1007–1034 (2002)

    Article  Google Scholar 

  14. Othmer, H.G., Hillen, T.: The diffusion limit of transport equations derived from velocity jump processes. S.I.A.M. J. Appl. Math. 61, 751–775 (2000)

    Google Scholar 

  15. Kac, M.: A stochastic model related to the telegraphers equation. Rocky Mtn. J. Maths. 4, 497–509 (1974)

    Google Scholar 

  16. Kareiva, P.M., Shigesada, N.: Analyzing insect movement as a correlated random walk. Oecologia 56, 234–238 (1983)

    Article  Google Scholar 

  17. Kessler, J.O.: Individual and collective fluid dynamics of swimming cells. J. Fluid Mech. 73, 191–205 (1986)

    Google Scholar 

  18. Mardia, K.V., Jupp, P.E.: Directional Statistics. Wiley, Chichester, 1999

  19. Okubo, A.: Diffusion and Ecological Problems: Mathematical Models. Springer-Verlag, Berlin, 1980

  20. Othmer, H.G., Dunbar, S.R., Alt, W.: Models of dispersal in biological systems. J. Math. Biol. 26, 263–298 (1988)

    Article  PubMed  Google Scholar 

  21. Othmer, H.G., Hillen, T.: The diffusion limit of transport equations II: Chemotaxis equations. S.I.A.M. J. Appl. Math. 62, 1222–1250 (2002)

    Article  Google Scholar 

  22. Press, W.H. et al.: Numerical Recipes in C: The Art of Scientific Computing, (Cambridge University Press, Cambridge 1992)

  23. Siniff, D.P., Jessen, C.R.: A simulation model of animal movement patterns. Adv. Ecol. Res. 6, 185–219 (1969)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to E.A. Codling.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Codling, E., Hill, N. Calculating spatial statistics for velocity jump processes with experimentally observed reorientation parameters. J. Math. Biol. 51, 527–556 (2005). https://doi.org/10.1007/s00285-005-0317-7

Download citation

  • Received:

  • Revised:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00285-005-0317-7

Key words or phrases

Navigation

pFad - Phonifier reborn

Pfad - The Proxy pFad of © 2024 Garber Painting. All rights reserved.

Note: This service is not intended for secure transactions such as banking, social media, email, or purchasing. Use at your own risk. We assume no liability whatsoever for broken pages.


Alternative Proxies:

Alternative Proxy

pFad Proxy

pFad v3 Proxy

pFad v4 Proxy