A livestock stage overgrazing early warning method based on cluster analysis
A cluster analysis and livestock technology, applied in the direction of collaborative operation of devices, instruments, characters and pattern recognition, etc., can solve problems such as monitoring results and control effects are not used, and it is not suitable for grazing on a smaller spatial and temporal scale.
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[0050] see Figure 1-3 , a method for early warning of livestock overgrazing in stages based on cluster analysis, its specific steps:
[0051] S1: Wear a locator on the livestock in the pastoral area to be detected, and the locator contains the positioning data of the livestock movement records in the pastoral area;
[0052] S2: Clean and preprocess the original trajectory data. Cleaning includes removing irrelevant fields, removing null values, removing duplicate values, and removing outliers;
[0053] S3: Cluster analysis, using the classic clustering algorithm k-means to perform basic clustering on the cleaned and preprocessed trajectory data; given the initial value of the cluster n is the number of trajectory points to be clustered;
[0054] S4: Calculate the grazing intensity, compare the grazing intensity with the overgrazing threshold, and give an early warning for the area greater than or equal to the overgrazing threshold, and indicate that the area is less than t...
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