AIMC Topic: Eggs

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Assessment of POPs in foods from western China: Machine learning insights into risk and contamination drivers.

Environment international Apr 11, 2025
Persistent organic pollutants (POPs), including PCDD/Fs, PCBs, and PBDEs, are major environmental and food safety concerns due to their bioaccumulative and toxic properties. However, comprehensive research on the concentrations and influencing factor...
Environmental Monitoring Food Contamination Meat China Cattle Persistent Organic Pollutants Polychlorinated Dibenzodioxins Halogenated Diphenyl Ethers Fishes Polychlorinated Biphenyls Eggs Machine Learning Risk Assessment Swine Animals
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Plant-based egg washes for use in baked goods: Machine learning and visual parameter analysis.

Journal of food science Sep 27, 2024
Pea protein is one potential environmentally sustainable way of recreating the functionality of eggs in coatings for baked goods. These coatings are commonly applied to enhance visual properties of baked goods that consumers desire, especially color ...
Neural Networks, Computer Machine Learning Color Eggs Random Forest Time Factors Principal Component Analysis Pisum sativum Cooking Hydrogen-Ion Concentration Glycerol Plant Proteins Pattern Recognition, Visual
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Post-harvest biocontrol of Salmonella Enteritidis on Chicken breast meat and Shell eggs using multiphage cocktail.

Veterinaria italiana Sep 30, 2023
The study aimed to evaluate the efficacy of a phage cocktail to reduce Salmonella Enteritidis contamination on perishable food items viz. chicken breast meat and shell eggs using different concentrations. Initially, four bacteriophages €P54, €P59, €P...
Eggs Animals Food Microbiology Salmonella Phages Chickens Salmonella enteritidis Meat
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Alternative additives associated in the feeding of laying hens: performance, biometrics, bone traits, and economic evaluation-an unsupervised machine learning approach.

Tropical animal health and production Feb 10, 2023
Given the current bans on the use of some growth promoting antibiotics in poultry nutrition, the need to use alternative additives which could replace traditional promoters in diets has arisen. The objective of this study was to evaluate the effect o...
Biometry Animal Feed Cost-Benefit Analysis Chickens Dietary Supplements Ovum Eggs Unsupervised Machine Learning Animals Diet Poultry Female
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Fast and Non-Destructive Quail Egg Freshness Assessment Using a Thermal Camera and Deep Learning-Based Air Cell Detection Algorithms for the Revalidation of the Expiration Date of Eggs.

Sensors (Basel, Switzerland) Oct 11, 2022
Freshness is one of the most important parameters for assessing the quality of avian eggs. Available techniques to estimate the degradation of albumen and enlargement of the air cell are either destructive or not suitable for high-throughput applicat...
Albumins Animals Deep Learning Eggs Quail
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Development of an Early Embryo Detection Methodology for Quail Eggs Using a Thermal Micro Camera and the YOLO Deep Learning Algorithm.

Sensors (Basel, Switzerland) Aug 4, 2022
Poultry production utilizes many available technologies in terms of farm-industry automation and sanitary control. However, there is a lack of robust techniques and affordable equipment for avian embryo detection and sexual segregation at the early s...
Quail Eggs Animals Deep Learning
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Effects of ground robot manipulation on hen floor egg reduction, production performance, stress response, bone quality, and behavior.

PloS one Apr 22, 2022
Reducing floor eggs in cage-free (CF) housing systems is among primary concerns for egg producers. The objective of this research was to evaluate the effects of ground robot manipulation on reduction of floor eggs. In addition, the effects of ground ...
Female Animals Robotics Eggs Floors and Floorcoverings Body Weight Chickens Housing, Animal
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Visual Guidance and Egg Collection Scheme for a Smart Poultry Robot for Free-Range Farms.

Sensors (Basel, Switzerland) Nov 19, 2020
Free-range chicken farming allows egg-laying hens to move freely through their environment and perform their natural behavior, including laying her eggs. However, it takes time to gather these eggs manually, giving rise to high labor costs. This stud...
Chickens Robotics Female Eggs Animals Poultry Farms
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Nondestructive Detection for Egg Freshness Based on Hyperspectral Scattering Image Combined with Ensemble Learning.

Sensors (Basel, Switzerland) Sep 25, 2020
Scattering hyperspectral technology is a nondestructive testing method with many advantages. Here, we propose a method to improve the accuracy of egg freshness, research the influence of incident angles of light source on the accuracy, and explain it...
Machine Learning Food Analysis Hyperspectral Imaging Eggs Light
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Evaluating Convolutional Neural Networks for Cage-Free Floor Egg Detection.

Sensors (Basel, Switzerland) Jan 7, 2020
The manual collection of eggs laid on the floor (or 'floor eggs') in cage-free (CF) laying hen housing is strenuous and time-consuming. Using robots for automatic floor egg collection offers a novel solution to reduce labor yet relies on robust egg d...
Eggs Image Processing, Computer-Assisted Reproducibility of Results Chickens Animals Neural Networks, Computer
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