Matches in SemOpenAlex for { <https://semopenalex.org/work/W4214707875> ?p ?o ?g. }
- W4214707875 endingPage "336" @default.
- W4214707875 startingPage "336" @default.
- W4214707875 abstract "In this paper, a method to classify behavioural patterns of cattle on farms is presented. Animals were equipped with low-cost 3-D accelerometers and GPS sensors, embedded in a commercial device attached to the neck. Accelerometer signals were sampled at 10 Hz, and data from each axis was independently processed to extract 108 features in the time and frequency domains. A total of 238 activity patterns, corresponding to four different classes (grazing, ruminating, laying and steady standing), with duration ranging from few seconds to several minutes, were recorded on video and matched to accelerometer raw data to train a random forest machine learning classifier. GPS location was sampled every 5 min, to reduce battery consumption, and analysed via the k-medoids unsupervised machine learning algorithm to track location and spatial scatter of herds. Results indicate good accuracy for classification from accelerometer records, with best accuracy (0.93) for grazing. The complementary application of both methods to monitor activities of interest, such as sustainable pasture consumption in small and mid-size farms, and to detect anomalous events is also explored. Results encourage replicating the experiment in other farms, to consolidate the proposed strategy." @default.
- W4214707875 created "2022-03-02" @default.
- W4214707875 creator A5046429362 @default.
- W4214707875 creator A5058882666 @default.
- W4214707875 creator A5065045350 @default.
- W4214707875 creator A5074440575 @default.
- W4214707875 creator A5077201715 @default.
- W4214707875 creator A5087228259 @default.
- W4214707875 creator A5091708002 @default.
- W4214707875 date "2022-02-26" @default.
- W4214707875 modified "2023-10-18" @default.
- W4214707875 title "Analysis of Accelerometer and GPS Data for Cattle Behaviour Identification and Anomalous Events Detection" @default.
- W4214707875 cites W1513626006 @default.
- W4214707875 cites W1545889824 @default.
- W4214707875 cites W1978580407 @default.
- W4214707875 cites W1994765051 @default.
- W4214707875 cites W2040304138 @default.
- W4214707875 cites W2043795664 @default.
- W4214707875 cites W2050365465 @default.
- W4214707875 cites W2061171222 @default.
- W4214707875 cites W2063304499 @default.
- W4214707875 cites W2103482352 @default.
- W4214707875 cites W2138135354 @default.
- W4214707875 cites W2138712709 @default.
- W4214707875 cites W2158698691 @default.
- W4214707875 cites W2162989219 @default.
- W4214707875 cites W2219049689 @default.
- W4214707875 cites W2324792660 @default.
- W4214707875 cites W2393620086 @default.
- W4214707875 cites W2511200518 @default.
- W4214707875 cites W2515822248 @default.
- W4214707875 cites W2554267115 @default.
- W4214707875 cites W2585702536 @default.
- W4214707875 cites W2619485339 @default.
- W4214707875 cites W2781552390 @default.
- W4214707875 cites W2787894218 @default.
- W4214707875 cites W2789736917 @default.
- W4214707875 cites W2794994761 @default.
- W4214707875 cites W2803406891 @default.
- W4214707875 cites W2910643771 @default.
- W4214707875 cites W2911964244 @default.
- W4214707875 cites W2943296011 @default.
- W4214707875 cites W2970928831 @default.
- W4214707875 cites W2995528299 @default.
- W4214707875 cites W2998878013 @default.
- W4214707875 cites W3014105891 @default.
- W4214707875 cites W3047538080 @default.
- W4214707875 cites W3091010670 @default.
- W4214707875 cites W3124537806 @default.
- W4214707875 cites W3124577258 @default.
- W4214707875 cites W3136932522 @default.
- W4214707875 cites W3199418064 @default.
- W4214707875 cites W4200269548 @default.
- W4214707875 cites W4230942370 @default.
- W4214707875 cites W4290856507 @default.
- W4214707875 doi "https://doi.org/10.3390/e24030336" @default.
- W4214707875 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/35327847" @default.
- W4214707875 hasPublicationYear "2022" @default.
- W4214707875 type Work @default.
- W4214707875 citedByCount "15" @default.
- W4214707875 countsByYear W42147078752022 @default.
- W4214707875 countsByYear W42147078752023 @default.
- W4214707875 crossrefType "journal-article" @default.
- W4214707875 hasAuthorship W4214707875A5046429362 @default.
- W4214707875 hasAuthorship W4214707875A5058882666 @default.
- W4214707875 hasAuthorship W4214707875A5065045350 @default.
- W4214707875 hasAuthorship W4214707875A5074440575 @default.
- W4214707875 hasAuthorship W4214707875A5077201715 @default.
- W4214707875 hasAuthorship W4214707875A5087228259 @default.
- W4214707875 hasAuthorship W4214707875A5091708002 @default.
- W4214707875 hasBestOaLocation W42147078751 @default.
- W4214707875 hasConcept C111919701 @default.
- W4214707875 hasConcept C115051666 @default.
- W4214707875 hasConcept C153180895 @default.
- W4214707875 hasConcept C154945302 @default.
- W4214707875 hasConcept C169258074 @default.
- W4214707875 hasConcept C169760540 @default.
- W4214707875 hasConcept C169900460 @default.
- W4214707875 hasConcept C205649164 @default.
- W4214707875 hasConcept C2776060345 @default.
- W4214707875 hasConcept C2909432541 @default.
- W4214707875 hasConcept C41008148 @default.
- W4214707875 hasConcept C60229501 @default.
- W4214707875 hasConcept C62649853 @default.
- W4214707875 hasConcept C76155785 @default.
- W4214707875 hasConcept C79403827 @default.
- W4214707875 hasConcept C86803240 @default.
- W4214707875 hasConcept C89805583 @default.
- W4214707875 hasConcept C95623464 @default.
- W4214707875 hasConceptScore W4214707875C111919701 @default.
- W4214707875 hasConceptScore W4214707875C115051666 @default.
- W4214707875 hasConceptScore W4214707875C153180895 @default.
- W4214707875 hasConceptScore W4214707875C154945302 @default.
- W4214707875 hasConceptScore W4214707875C169258074 @default.
- W4214707875 hasConceptScore W4214707875C169760540 @default.
- W4214707875 hasConceptScore W4214707875C169900460 @default.
- W4214707875 hasConceptScore W4214707875C205649164 @default.
- W4214707875 hasConceptScore W4214707875C2776060345 @default.