Title | ||
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Comparison of grazing behaviour of sheep on pasture with different sward surface heights using an inertial measurement unit sensor. |
Abstract | ||
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•Our approach achieved high classification accuracy of grazing behaviour on all the epochs regardless of SSH.•Mean of accelerometer Z-axis, Entropy of accelerometer Y-axis, Entropy of accelerometer Z-axis, Mean of gyroscope X-axis and Mean of gyroscope Y-axis were the top 5 features that contributed most in classifying the grazing versus non-grazing activities and there were consistent trends in features across the three SSH.•There was enough robustness when the trained LDA classifier on a specific SSH was used to classify behaviour on different SSH. |
Year | DOI | Venue |
---|---|---|
2018 | 10.1016/j.compag.2018.05.004 | Computers and Electronics in Agriculture |
Keywords | Field | DocType |
Grazing behaviour,Inertial measurement unit,Sward surface heights,Linear discriminant analysis,Sheep | Data point,Computer vision,Feature vector,Pattern recognition,Accelerometer,Robustness (computer science),Pasture,Inertial measurement unit,Artificial intelligence,Engineering,Linear discriminant analysis,Grazing | Journal |
Volume | ISSN | Citations |
150 | 0168-1699 | 0 |
PageRank | References | Authors |
0.34 | 2 | 5 |
Name | Order | Citations | PageRank |
---|---|---|---|
Leifeng Guo | 1 | 0 | 1.01 |
Mitchell Welch | 2 | 4 | 1.50 |
Robin Dobos | 3 | 0 | 0.34 |
Paul W Kwan | 4 | 67 | 11.65 |
Wensheng Wang | 5 | 6 | 3.09 |