AIMC Topic: Dairying

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Machine learning methods for genomic prediction of cow behavioral traits measured by automatic milking systems in North American Holstein cattle.

Journal of dairy science Feb 22, 2024
Identifying genome-enabled methods that provide more accurate genomic prediction is crucial when evaluating complex traits such as dairy cow behavior. In this study, we aimed to compare the predictive performance of traditional genomic prediction met...
Cattle Genomics Genotype Female Animals Behavior, Animal Lactation Milk Dairying Machine Learning Algorithms Phenotype
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A comprehensive review of machine learning and its application to dairy products.

Critical reviews in food science and nutrition Feb 13, 2024
Machine learning (ML) technology is a powerful tool in food science and engineering offering numerous advantages, from recognizing patterns and predicting outcomes to customizing and adjusting to individual needs. Its further development can enable r...
Humans Machine Learning Dairy Products Food Technology Food Handling Dairying Algorithms Animals
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Performance comparison of machine learning models used for predicting subclinical mastitis in dairy cows: Bagging, boosting, stacking, and super-learner ensembles versus single machine learning models.

Journal of dairy science Feb 2, 2024
Mastitis has a substantial impact on the dairy industry across the world, causing dairy producers to suffer losses due to the reduced quality and quantity of produced milk. A further problem, related to this issue, is the excessive use of antibiotics...
Milk Machine Learning Female Mastitis, Bovine Dairying Animals Cattle Lactation
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Utilizing 3D Point Cloud Technology with Deep Learning for Automated Measurement and Analysis of Dairy Cows.

Sensors (Basel, Switzerland) Feb 2, 2024
This paper introduces an approach to the automated measurement and analysis of dairy cows using 3D point cloud technology. The integration of advanced sensing techniques enables the collection of non-intrusive, precise data, facilitating comprehensiv...
Technology Cloud Computing Female Cattle Reproducibility of Results Dairying Animals Deep Learning
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Predicting opinion using deep learning: From burning to sustainable management of organic waste in Indian State of Punjab.

Waste management & research : the journal of the International Solid Wastes and Public Cleansing Association, ISWA Dec 30, 2023
In winter season, the burning of crop residues for ease of sowing the next crop, along with industrial emissions and vehicular pollution leads to settling of a thick layer of smog in northern part of India. Therefore, to understand the opinion of far...
India Waste Management Dairying Farmers Humans Neural Networks, Computer Deep Learning
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Estrus Detection and Dairy Cow Identification with Cascade Deep Learning for Augmented Reality-Ready Livestock Farming.

Sensors (Basel, Switzerland) Dec 13, 2023
Accurate prediction of the estrus period is crucial for optimizing insemination efficiency and reducing costs in animal husbandry, a vital sector for global food production. Precise estrus period determination is essential to avoid economic losses, s...
Milk Animals Deep Learning Artificial Intelligence Cattle Livestock Dairying Female Augmented Reality Estrus Detection
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Development and validation of a fully automated 2-dimensional imaging system generating body condition scores for dairy cows using machine learning.

Journal of dairy science Nov 16, 2023
Monitoring body condition score (BCS) is a useful management tool to estimate the energy reserves of an individual cow or a group of cows. The aim of this study was to develop and evaluate the performance of a fully automated 2-dimensional imaging sy...
Humans Female Lactation Machine Learning Animals Dairying Cattle
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Cow key point detection in indoor housing conditions with a deep learning model.

Journal of dairy science Oct 19, 2023
Lameness in dairy cattle is a costly and highly prevalent problem that affects all aspects of sustainable dairy production, including animal welfare. Automation of gait assessment would allow monitoring of locomotion in which the cows' walking patter...
Housing Quality Female Animals Deep Learning Housing, Animal Cattle Lameness, Animal Cattle Diseases Dairying
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Deep learning pose estimation for multi-cattle lameness detection.

Scientific reports Mar 18, 2023
The objective of this study was to develop a fully automated multiple-cow real-time lameness detection system using a deep learning approach for cattle detection and pose estimation that could be deployed across dairy farms. Utilising computer vision...
Cattle Cattle Diseases Gait Animals Deep Learning Female Lactation Reproducibility of Results Lameness, Animal Dairying
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Monitoring the respiratory behavior of multiple cows based on computer vision and deep learning.

Journal of dairy science Feb 14, 2023
Automatic respiration monitoring of dairy cows in modern farming not only helps to reduce manual labor but also increases the automation of health assessment. It is common for cows to congregate on farms, which poses a challenge for manual observatio...
Feeding Behavior Computers Animals Dairying Behavior, Animal Female Deep Learning Cattle
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