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Effects of Number of Animals Monitored on Representations of Cattle Group Movement Characteristics and Spatial Occupancy

The number of animals required to represent the collective characteristics of a group remains a concern in animal movement monitoring with GPS. Monitoring a subset of animals from a group instead of all animals can reduce costs and labor; however, incomplete data may cause information losses and ina...

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Autores principales: Liu, Tong, Green, Angela R., Rodríguez, Luis F., Ramirez, Brett C., Shike, Daniel W.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4315582/
https://www.ncbi.nlm.nih.gov/pubmed/25647571
http://dx.doi.org/10.1371/journal.pone.0113117
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author Liu, Tong
Green, Angela R.
Rodríguez, Luis F.
Ramirez, Brett C.
Shike, Daniel W.
author_facet Liu, Tong
Green, Angela R.
Rodríguez, Luis F.
Ramirez, Brett C.
Shike, Daniel W.
author_sort Liu, Tong
collection PubMed
description The number of animals required to represent the collective characteristics of a group remains a concern in animal movement monitoring with GPS. Monitoring a subset of animals from a group instead of all animals can reduce costs and labor; however, incomplete data may cause information losses and inaccuracy in subsequent data analyses. In cattle studies, little work has been conducted to determine the number of cattle within a group needed to be instrumented considering subsequent analyses. Two different groups of cattle (a mixed group of 24 beef cows and heifers, and another group of 8 beef cows) were monitored with GPS collars at 4 min intervals on intensively managed pastures and corn residue fields in 2011. The effects of subset group size on cattle movement characterization and spatial occupancy analysis were evaluated by comparing the results between subset groups and the entire group for a variety of summarization parameters. As expected, more animals yield better results for all parameters. Results show the average group travel speed and daily travel distances are overestimated as subset group size decreases, while the average group radius is underestimated. Accuracy of group centroid locations and group radii are improved linearly as subset group size increases. A kernel density estimation was performed to quantify the spatial occupancy by cattle via GPS location data. Results show animals among the group had high similarity of spatial occupancy. Decisions regarding choosing an appropriate subset group size for monitoring depend on the specific use of data for subsequent analysis: a small subset group may be adequate for identifying areas visited by cattle; larger subset group size (e.g. subset group containing more than 75% of animals) is recommended to achieve better accuracy of group movement characteristics and spatial occupancy for the use of correlating cattle locations with other environmental factors.
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spelling pubmed-43155822015-02-13 Effects of Number of Animals Monitored on Representations of Cattle Group Movement Characteristics and Spatial Occupancy Liu, Tong Green, Angela R. Rodríguez, Luis F. Ramirez, Brett C. Shike, Daniel W. PLoS One Research Article The number of animals required to represent the collective characteristics of a group remains a concern in animal movement monitoring with GPS. Monitoring a subset of animals from a group instead of all animals can reduce costs and labor; however, incomplete data may cause information losses and inaccuracy in subsequent data analyses. In cattle studies, little work has been conducted to determine the number of cattle within a group needed to be instrumented considering subsequent analyses. Two different groups of cattle (a mixed group of 24 beef cows and heifers, and another group of 8 beef cows) were monitored with GPS collars at 4 min intervals on intensively managed pastures and corn residue fields in 2011. The effects of subset group size on cattle movement characterization and spatial occupancy analysis were evaluated by comparing the results between subset groups and the entire group for a variety of summarization parameters. As expected, more animals yield better results for all parameters. Results show the average group travel speed and daily travel distances are overestimated as subset group size decreases, while the average group radius is underestimated. Accuracy of group centroid locations and group radii are improved linearly as subset group size increases. A kernel density estimation was performed to quantify the spatial occupancy by cattle via GPS location data. Results show animals among the group had high similarity of spatial occupancy. Decisions regarding choosing an appropriate subset group size for monitoring depend on the specific use of data for subsequent analysis: a small subset group may be adequate for identifying areas visited by cattle; larger subset group size (e.g. subset group containing more than 75% of animals) is recommended to achieve better accuracy of group movement characteristics and spatial occupancy for the use of correlating cattle locations with other environmental factors. Public Library of Science 2015-02-03 /pmc/articles/PMC4315582/ /pubmed/25647571 http://dx.doi.org/10.1371/journal.pone.0113117 Text en © 2015 Liu et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Liu, Tong
Green, Angela R.
Rodríguez, Luis F.
Ramirez, Brett C.
Shike, Daniel W.
Effects of Number of Animals Monitored on Representations of Cattle Group Movement Characteristics and Spatial Occupancy
title Effects of Number of Animals Monitored on Representations of Cattle Group Movement Characteristics and Spatial Occupancy
title_full Effects of Number of Animals Monitored on Representations of Cattle Group Movement Characteristics and Spatial Occupancy
title_fullStr Effects of Number of Animals Monitored on Representations of Cattle Group Movement Characteristics and Spatial Occupancy
title_full_unstemmed Effects of Number of Animals Monitored on Representations of Cattle Group Movement Characteristics and Spatial Occupancy
title_short Effects of Number of Animals Monitored on Representations of Cattle Group Movement Characteristics and Spatial Occupancy
title_sort effects of number of animals monitored on representations of cattle group movement characteristics and spatial occupancy
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4315582/
https://www.ncbi.nlm.nih.gov/pubmed/25647571
http://dx.doi.org/10.1371/journal.pone.0113117
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