AIMC Topic: Animal Husbandry

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Development and validation of machine-learning models for monitoring individual behaviors in group-housed broiler chickens.

Poultry science Oct 5, 2024
Animals' individual behavior is commonly monitored by live or video observation by a person. This can be labor intensive and inconsistent. An alternative is the use of machine learning-based computer vision systems. The objectives of this study were ...
Machine Learning Video Recording Housing, Animal Behavior, Animal Animal Husbandry Chickens Animals
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Prediction of growth and feed efficiency in mink using machine learning algorithms.

Animal : an international journal of animal bioscience Sep 16, 2024
The feed efficiency (FE) expresses as the amount of feed required per unit of BW gain. Since feed cost is the major input cost in the mink industry, evaluating of FE is a crucial step for competitiveness of the mink industry. However, the FE measures...
Weight Gain Mink Eating Animal Feed Machine Learning Algorithms Animals Male Female Animal Husbandry
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Tracking perching behavior of cage-free laying hens with deep learning technologies.

Poultry science Aug 30, 2024
Providing perches in cage-free (CF) housing offers significant benefits for laying hens, such as improved leg muscle development, bone health, reduced abdominal fat, and decreased fear and aggression. A precise detection method is essential to ensure...
Housing, Animal Behavior, Animal Deep Learning Chickens Animal Welfare Animals Animal Husbandry Female
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Development of a pig wean-quality score using machine-learning algorithms to characterize and classify groups with high mortality risk under field conditions.

Preventive veterinary medicine Aug 30, 2024
Mortality during the post-weaning phase is a critical indicator of swine production system performance, influenced by a complex interaction of multiple factors of the epidemiological triad. This study leveraged retrospective data from 1723 groups of ...
Weaning Animal Husbandry Sus scrofa Retrospective Studies Female Machine Learning Algorithms Swine Swine Diseases Animals
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Machine learning predictive modeling for condemnation risk assessment in antibiotic-free raised broilers.

Poultry science Aug 28, 2024
The condemnation of broiler carcasses in the poultry industry is a major challenge and leads to significant financial losses and food waste. This study addresses the critical issue of condemnation risk assessment in the discarding of antibiotic-free ...
Anti-Bacterial Agents Animal Husbandry Machine Learning Chickens Animals Risk Assessment Poultry Diseases
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Lipidomics combined with random forest machine learning algorithms to reveal freshness markers for duck eggs during storage in different rearing systems.

Poultry science Aug 14, 2024
The differences in lipids in duck eggs between the 2 rearing systems during storage have not been fully studied. Herein, we propose untargeted lipidomics combined with a random forest (RF) algorithm to identify potential marker lipids based on ultra-...
Ducks Food Storage Egg Yolk Tandem Mass Spectrometry Lipidomics Egg White Animals Animal Husbandry Ovum Random Forest Lipids Machine Learning Algorithms
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Monitoring activity index and behaviors of cage-free hens with advanced deep learning technologies.

Poultry science Aug 11, 2024
Chickens' behaviors and activities are important information for managing animal health and welfare in commercial poultry houses. In this study, convolutional neural networks (CNN) models were developed to monitor the chicken activity index. A datase...
Animals Animal Husbandry Deep Learning Neural Networks, Computer Female Housing, Animal Behavior, Animal Chickens Animal Welfare
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Artificial intelligence and porcine breeding.

Animal reproduction science Jun 18, 2024
Livestock management is evolving into a new era, characterized by the analysis of vast quantities of data (Big Data) collected from both traditional breeding methods and new technologies such as sensors, automated monitoring system, and advanced anal...
Animal Husbandry Female Artificial Intelligence Male Breeding Swine Animals
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FEDM: a convolutional neural network based fertilised egg detection model.

British poultry science Jun 3, 2024
1. The production of goose eggs holds significant economic value on a global scale and the quality of fertilised eggs is crucial for the successful hatching and sustained development of the poultry industry. Developing a low-cost fertilised egg ident...
Neural Networks, Computer Ovum Geese Animals Animal Husbandry
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Transforming Poultry Farming: A Pyramid Vision Transformer Approach for Accurate Chicken Counting in Smart Farm Environments.

Sensors (Basel, Switzerland) May 8, 2024
Smart farm environments, equipped with cutting-edge technology, require proficient techniques for managing poultry. This research investigates automated chicken counting, an essential part of optimizing livestock conditions. By integrating artificial...
Artificial Intelligence Agriculture Algorithms Chickens Animal Husbandry Farms Animals
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