Black pig breeding disease intelligent monitoring management method and system based on big data

The invention relates to the technical field of Internet of Things and artificial intelligence, and particularly discloses a black pig breeding disease intelligent monitoring management method and system based on big data, and the method comprises the steps: data collection and preprocessing, featur...

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Bibliographische Detailangaben
Hauptverfasser: GUO ZONGWANG, GUO YANSHUN, REN JIAJIA, GUO ZHONGJU, WANG XUJUAN, ZHANG XIN
Format: Patent
Sprache:chi ; eng
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Beschreibung
Zusammenfassung:The invention relates to the technical field of Internet of Things and artificial intelligence, and particularly discloses a black pig breeding disease intelligent monitoring management method and system based on big data, and the method comprises the steps: data collection and preprocessing, feature selection, model training and evaluation, and real-time monitoring and early warning. According to the scheme, the optimal feature subset is selected in combination with the bat algorithm and the particle swarm optimization algorithm, RF is used as a classifier in black pig health monitoring, and the health condition of the black pigs can be recognized more accurately; the sensors are deployed to monitor the key physiological parameters of the black pigs in real time, continuous tracking and real-time monitoring of the health conditions of the black pigs are achieved, the key physiological parameters of the black pigs are uploaded to the cloud server in combination with the Raspberry Pi, a farmer can know the hea