IDEAS home Printed from https://ideas.repec.org/a/eee/ecomod/v220y2009i17p2068-2075.html
   My bibliography  Save this article

Using accelerometer, high sample rate GPS and magnetometer data to develop a cattle movement and behaviour model

Author

Listed:
  • Guo, Y.
  • Poulton, G.
  • Corke, P.
  • Bishop-Hurley, G.J.
  • Wark, T.
  • Swain, D.L.

Abstract

The study described in this paper developed a model of animal movement, which explicitly recognised each individual as the central unit of measure. The model was developed by learning from a real dataset that measured and calculated, for individual cows in a herd, their linear and angular positions and directional and angular speeds. Two learning algorithms were implemented: a Hidden Markov model (HMM) and a long-term prediction algorithm. It is shown that a HMM can be used to describe the animal's movement and state transition behaviour within several “stay” areas where cows remained for long periods. Model parameters were estimated for hidden behaviour states such as relocating, foraging and bedding. For cows’ movement between the “stay” areas a long-term prediction algorithm was implemented. By combining these two algorithms it was possible to develop a successful model, which achieved similar results to the animal behaviour data collected. This modelling methodology could easily be applied to interactions of other animal species.

Suggested Citation

  • Guo, Y. & Poulton, G. & Corke, P. & Bishop-Hurley, G.J. & Wark, T. & Swain, D.L., 2009. "Using accelerometer, high sample rate GPS and magnetometer data to develop a cattle movement and behaviour model," Ecological Modelling, Elsevier, vol. 220(17), pages 2068-2075.
  • Handle: RePEc:eee:ecomod:v:220:y:2009:i:17:p:2068-2075
    DOI: 10.1016/j.ecolmodel.2009.04.047
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0304380009003135
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ecolmodel.2009.04.047?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Swain, D.L. & Hutchings, M.R. & Marion, G., 2007. "Using a spatially explicit model to understand the impact of search rate and search distance on spatial heterogeneity within an herbivore grazing system," Ecological Modelling, Elsevier, vol. 203(3), pages 319-326.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Lin, Shengpan & DeVisser, Mark H. & Messina, Joseph P., 2015. "An agent-based model to simulate tsetse fly distribution and control techniques: A case study in Nguruman, Kenya," Ecological Modelling, Elsevier, vol. 314(C), pages 80-89.
    2. Diaz, Stephanie G. & DeAngelis, Donald L. & Gaines, Michael S. & Purdon, Andrew & Mole, Michael A. & van Aarde, Rudi J., 2021. "Development and validation of a spatially-explicit agent-based model for space utilization by African savanna elephants (Loxodonta africana) based on determinants of movement," Ecological Modelling, Elsevier, vol. 447(C).
    3. Tong Liu & Angela R Green & Luis F Rodríguez & Brett C Ramirez & Daniel W Shike, 2015. "Effects of Number of Animals Monitored on Representations of Cattle Group Movement Characteristics and Spatial Occupancy," PLOS ONE, Public Library of Science, vol. 10(2), pages 1-17, February.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Wulder, Michael A. & White, Joanne C. & Coops, Nicholas C. & Nelson, Trisalyn & Boots, Barry, 2007. "Using local spatial autocorrelation to compare outputs from a forest growth model," Ecological Modelling, Elsevier, vol. 209(2), pages 264-276.
    2. Kramer, K. & Prins, H.H.T., 2010. "Allometric scaling of resource acquisition by ruminants in dynamic and heterogeneous environments," Ecological Modelling, Elsevier, vol. 221(21), pages 2555-2564.
    3. Tyre, Andrew & Kerr, Gregory D. & Tenhumberg, Brigitte & Bull, C. Michael, 2007. "Identifying mechanistic models of spatial behaviour using pattern-based modelling: An example from lizard home ranges," Ecological Modelling, Elsevier, vol. 208(2), pages 307-316.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:ecomod:v:220:y:2009:i:17:p:2068-2075. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/ecological-modelling .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.