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

Andrew W. Hamilton, Chris Davison, Christos Tachtatzis, Ivan Andonovic, Craig Michie, Holly J. Ferguson, Laura Somerville , Nicholas N. Jonsson

Research output: Contribution to journalArticle

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.

LanguageEnglish
Article number1165
Number of pages14
JournalSensors
Volume19
Issue number5
DOIs
Publication statusPublished - 7 Mar 2019

Fingerprint

cattle
Accelerometers
Support vector machines
Animals
accelerometers
animals
sensors
Sensors
Rumen
Estrus
Health
Ruminants
ear
contraction
health
Ear
monitors
Neck
Processing
Support Vector Machine

Keywords

  • cattle
  • bolus sensors
  • accelerometers
  • behaviour
  • rumination

Cite this

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title = "Identification of the rumination in cattle using support vector machines with motion-sensitive bolus sensors",
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.",
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Identification of the rumination in cattle using support vector machines with motion-sensitive bolus sensors. / Hamilton, Andrew W.; Davison, Chris; Tachtatzis, Christos; Andonovic, Ivan; Michie, Craig; Ferguson, Holly J.; Somerville , Laura; Jonsson, Nicholas N.

In: Sensors, Vol. 19, No. 5, 1165, 07.03.2019.

Research output: Contribution to journalArticle

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