Machine learning based fog computing assisted data-driven approach for early lameness detection in dairy cattle

Computers and Electronics in Agriculture(2020)

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摘要
•Design and development of an IoT application leveraging the fog computing paradigm.•Validation of the application in IoT enabled smart dairy farming scenario.•A real-world smart farm setup with a full dairy herd of 150 cows.•Blended clustering & classification ML model for early lameness detection in cattle.•Early lameness detection window of 3 days before visual signs, with 87% accuracy.
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关键词
Smart dairy farming,Fog computing,Internet of Things (IoT),Cloud computing,Smart farm,Data analytics,Microservices,Machine learning,Clustering,Classification,Data-driven
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