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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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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. |
format | Online Article Text |
id | pubmed-7699349 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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