AIMC Topic: Milk

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Machine Learning Based Prediction of Insufficient Herbage Allowance with Automated Feeding Behaviour and Activity Data.

Sensors (Basel, Switzerland) Oct 16, 2019
Sensor technologies that measure grazing and ruminating behaviour as well as physical activities of individual cows are intended to be included in precision pasture management. One of the advantages of sensor data is they can be analysed to support f...
Machine Learning Female Animals Animal Feed Lactation Milk Feeding Behavior Cattle Decision Making Eating Body Weight
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Metabolomics meets machine learning: Longitudinal metabolite profiling in serum of normal versus overconditioned cows and pathway analysis.

Journal of dairy science Sep 20, 2019
This study aimed to investigate the differences in the metabolic profiles in serum of dairy cows that were normal or overconditioned when dried off for elucidating the pathophysiological reasons for the increased health disturbances commonly associat...
Physical Conditioning, Animal Parity Milk Machine Learning Parturition Metabolomics Animals Pregnancy Body Weight Diet Biogenic Amines Female Lactation Cattle Energy Metabolism
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Comprehensive analysis of machine learning models for prediction of sub-clinical mastitis: Deep Learning and Gradient-Boosted Trees outperform other models.

Computers in biology and medicine Sep 18, 2019
Sub-clinical bovine mastitis decreases milk quality and production. Moreover, sub-clinical mastitis leads to the use of antibiotics with consequent increased risk of the emergence of antibiotic-resistant bacteria. Therefore, early detection of infect...
Diagnosis, Computer-Assisted Deep Learning Cattle Decision Trees Female Animals Asymptomatic Infections Milk Early Diagnosis Mastitis, Bovine
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Prediction of metabolic status of dairy cows in early lactation with on-farm cow data and machine learning algorithms.

Journal of dairy science Aug 30, 2019
Metabolic status of dairy cows in early lactation can be evaluated using the concentrations of plasma β-hydroxybutyrate (BHB), free fatty acids (FFA), glucose, insulin, and insulin-like growth factor 1 (IGF-1). These plasma metabolites and metabolic ...
Energy Metabolism Milk Fatty Acids, Nonesterified 3-Hydroxybutyric Acid Insulin Cattle Body Weight Lactation Animals Farms Blood Glucose Machine Learning Algorithms Pregnancy Female Parity
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Using machine learning to estimate herbage production and nutrient uptake on Irish dairy farms.

Journal of dairy science Aug 22, 2019
Nutrient management on grazed grasslands is of critical importance to maintain productivity levels, as grass is the cheapest feed for ruminants and underpins these meat and milk production systems. Many attempts have been made to model the relationsh...
Lactation Nutrients Poaceae Milk Diet Cattle Animal Feed Dairying Ireland Machine Learning Female Animals
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Invited review: Hygienic quality, composition, and technological performance of raw milk obtained by robotic milking of cows.

Journal of dairy science Jun 27, 2019
Automatic milking systems (AMS), first introduced on dairy farms in the 1990s, rapidly spread across many countries. This technology is based on the voluntary milking of dairy cattle in a completely automated process, which relies on computer managem...
Dairy Products Food Quality Robotics Hygiene Technology Lactation Female Milk Animals Dairying Cattle
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Classification of cow milk using artificial neural network developed from the spectral data of single- and three-detector spectrophotometers.

Food chemistry May 8, 2019
Spectra data from two instruments (UV-Vis/NIR and FT-NIR) consisting of three and one detectors, respectively, were employed in order to discriminate the geographical origin of milk as a way to detect adulteration. Initially, principal component anal...
Cattle Cluster Analysis Principal Component Analysis Milk Spectrophotometry Entropy Neural Networks, Computer Female Animals
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The effect of pasture quantity temporal variation on milking robot utilization.

Journal of dairy science Jan 11, 2019
In pasture-based automatic milking systems (AMS), a decrease in robot utilization (RU) often occurs in the early morning hours. Novel feeding strategies that encourage voluntary cow traffic throughout 24 h could help mitigate this problem. We determi...
Behavior, Animal Animal Husbandry Animal Feed Time Factors Female Lactation Milk Animals Cattle Robotics
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Disposition of ceftizoxime in Staphylococcal mastitis in Indian crossbred cows.

Veterinary journal (London, England : 1997) Dec 29, 2018
Disposition of ceftizoxime was studied in Indian crossbred cows following a single IV dosing in field conditions. Six healthy lactating and six mastitic crossbred cows were assigned to two groups (Group 1 and Group 2). A single IV administration of c...
Lactation Cattle Anti-Bacterial Agents Breeding Milk India Female Ceftizoxime Administration, Intravenous Animals Staphylococcus aureus Crosses, Genetic Staphylococcal Infections Mastitis, Bovine
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Estimation of somatic cell count levels of hard cheeses using physicochemical composition and artificial neural networks.

Journal of dairy science Dec 24, 2018
This study addresses the prediction of the somatic cell counts of the milk used in the production of sheep cheese using artificial neural networks. To achieve this objective, the neural network was designed using 33 parameters of the physicochemical ...
Fatty Acids Sheep Milk Chemical Phenomena Neural Networks, Computer Animals Cell Count Food Handling Cheese
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