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Visual Guidance and Egg Collection Scheme for a Smart Poultry Robot for Free-Range Farms

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 study proposes a smart mobile robot for poultry farms...

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Detalles Bibliográficos
Autores principales: Chang, Chung-Liang, Xie, Bo-Xuan, Wang, Chia-Hui
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7699349/
https://www.ncbi.nlm.nih.gov/pubmed/33228034
http://dx.doi.org/10.3390/s20226624
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author Chang, Chung-Liang
Xie, Bo-Xuan
Wang, Chia-Hui
author_facet Chang, Chung-Liang
Xie, Bo-Xuan
Wang, Chia-Hui
author_sort Chang, Chung-Liang
collection PubMed
description 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 study proposes a smart mobile robot for poultry farms that can recognize eggs of two different colors on free-range farms. The robot can also pick up and sort eggs without damaging them. An egg feature extraction method with automatic thresholding is employed to detect both white and brown eggs, and a behavior-based navigation method is applied to allow the robot to reach the eggs while avoiding obstacles. The robot can move towards the position of each egg via visual tracking. Once the egg is within the collection area of the robot, it is gathered, sorted and stored in the tank inside the robot. Experiments are carried out in an outdoor field of size 5 m × 5 m under different climatic conditions, and the results showed that the average egg recognition rate is between 94.7% and 97.6%. The proposed mobile poultry robot is low in production cost and simple in operation. It can provide chicken farmers with automatic egg gathering on free-range farms.
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spelling pubmed-76993492020-11-29 Visual Guidance and Egg Collection Scheme for a Smart Poultry Robot for Free-Range Farms Chang, Chung-Liang Xie, Bo-Xuan Wang, Chia-Hui Sensors (Basel) Article 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 study proposes a smart mobile robot for poultry farms that can recognize eggs of two different colors on free-range farms. The robot can also pick up and sort eggs without damaging them. An egg feature extraction method with automatic thresholding is employed to detect both white and brown eggs, and a behavior-based navigation method is applied to allow the robot to reach the eggs while avoiding obstacles. The robot can move towards the position of each egg via visual tracking. Once the egg is within the collection area of the robot, it is gathered, sorted and stored in the tank inside the robot. Experiments are carried out in an outdoor field of size 5 m × 5 m under different climatic conditions, and the results showed that the average egg recognition rate is between 94.7% and 97.6%. The proposed mobile poultry robot is low in production cost and simple in operation. It can provide chicken farmers with automatic egg gathering on free-range farms. MDPI 2020-11-19 /pmc/articles/PMC7699349/ /pubmed/33228034 http://dx.doi.org/10.3390/s20226624 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Chang, Chung-Liang
Xie, Bo-Xuan
Wang, Chia-Hui
Visual Guidance and Egg Collection Scheme for a Smart Poultry Robot for Free-Range Farms
title Visual Guidance and Egg Collection Scheme for a Smart Poultry Robot for Free-Range Farms
title_full Visual Guidance and Egg Collection Scheme for a Smart Poultry Robot for Free-Range Farms
title_fullStr Visual Guidance and Egg Collection Scheme for a Smart Poultry Robot for Free-Range Farms
title_full_unstemmed Visual Guidance and Egg Collection Scheme for a Smart Poultry Robot for Free-Range Farms
title_short Visual Guidance and Egg Collection Scheme for a Smart Poultry Robot for Free-Range Farms
title_sort visual guidance and egg collection scheme for a smart poultry robot for free-range farms
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7699349/
https://www.ncbi.nlm.nih.gov/pubmed/33228034
http://dx.doi.org/10.3390/s20226624
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