Identification of the rumination in cattle using support vector machines with motion-sensitive bolus sensors

Hamilton, Andrew W. and Davison, Chris and Tachtatzis, Christos and Andonovic, Ivan and Michie, Craig and Ferguson, Holly J. and Somerville, Laura and Jonsson, Nicholas N. (2019) Identification of the rumination in cattle using support vector machines with motion-sensitive bolus sensors. Sensors, 19 (5). 1165. ISSN 1424-8220 (https://doi.org/10.3390/s19051165)

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Abstract

The reticuloruminal function is central to the digestive efficiency in ruminants. For cattle, collar- and ear tag-based accelerometer monitors have been developed to assess the time spent ruminating on an individual animal. Cattle that are ill feed less and so ruminate less, thus, the estimation of the time spent ruminating provides insights into the health of individual animals. pH boluses directly provide information on the reticuloruminal function within the rumen and extended (three hours or more) periods during which the ruminal pH value remains below 5.6 is an indicator that dysfunction and poor welfare are likely. Accelerometers, incorporated into the pH boluses, have been used to indicate changes in behaviour patterns (high/low activity), utilised to detect the onset of oestrus. The paper demonstrates for the first time that by processing the reticuloruminal motion, it is possible to recover rumination periods. Reticuloruminal motion energy and the time between reticuloruminal contractions are used as inputs to a Support Vector Machine (SVM) to identify rumination periods with an overall accuracy of 86.1%, corroborated by neck mounted rumination collars.

ORCID iDs

Hamilton, Andrew W. ORCID logoORCID: https://orcid.org/0000-0002-8436-8325, Davison, Chris ORCID logoORCID: https://orcid.org/0000-0002-9450-1791, Tachtatzis, Christos ORCID logoORCID: https://orcid.org/0000-0001-9150-6805, Andonovic, Ivan ORCID logoORCID: https://orcid.org/0000-0001-9093-5245, Michie, Craig ORCID logoORCID: https://orcid.org/0000-0001-5132-4572, Ferguson, Holly J., Somerville, Laura and Jonsson, Nicholas N.;
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