Early lameness detection in dairy cattle based on wearable gait analysis using semi-supervised LSTM-Autoencoder

Kai Zhang,Shuqing Han,Jianzhai Wu,Guodong Cheng, Yali Wang,Saisai Wu,Jifang Liu

Computers and Electronics in Agriculture（2023）

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Abstract

•An anomaly detection framework was first adopted for wearable gait analysis.•A semi-supervised model was proposed for lameness detection.•Dairy cow gaits were reconstructed by using LSTM-Autoencoder.•The LSTM-Autoencoder has a high accuracy for lameness detection.

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Key words

Early lameness detection in dairy cows,Gait reconstruction,Long short-term memory,Autoencoder,Time series anomaly detection

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