NEURO-FUZZY MODELING OF EYEBALL AND CREST TEMPERATURES IN EGG-LAYING HENS
ABSTRACT Considering the challenges faced by poultry farming, this study aimed to develop a neuro-fuzzy model to predict eyeball and crest temperatures of egg-laying hens based on environmental conditions (dry bulb temperature and relative humidity). To develop the models and simulations, Matlab’s F...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
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Sociedade Brasileira de Engenharia Agrícola
2021-03-01
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| Series: | Engenharia Agrícola |
| Subjects: | |
| Online Access: | http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0100-69162021000100034&tlng=en |
| _version_ | 1819284694702751744 |
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| author | Ana C. de S. S. Lins Dian Lourençoni Tadayuki Yanagi Júnior Isadora B. Miranda Italo E. dos A. Santos |
| author_facet | Ana C. de S. S. Lins Dian Lourençoni Tadayuki Yanagi Júnior Isadora B. Miranda Italo E. dos A. Santos |
| author_sort | Ana C. de S. S. Lins |
| collection | DOAJ |
| description | ABSTRACT Considering the challenges faced by poultry farming, this study aimed to develop a neuro-fuzzy model to predict eyeball and crest temperatures of egg-laying hens based on environmental conditions (dry bulb temperature and relative humidity). To develop the models and simulations, Matlab’s Fuzzy Toolbox® (Anfisedit) was used. Different configurations were used for each of the several neuro-fuzzy models developed. Eyeball temperature (ET) and chicken crest temperature (CCT) were simulated from the developed neuro-fuzzy models, and the obtained results were validated with the variables collected experimentally with the aid of recorder sensors and an infrared thermographic camera. The proposed neuro-fuzzy models allow the accurate estimation of ET and CCT of two lineages of egg-laying hens raised in conventional aviaries, thus helping in decision-making for better animal welfare. |
| first_indexed | 2024-12-24T01:51:27Z |
| format | Article |
| id | doaj.art-c233c109e358462da15f495400e27cf7 |
| institution | Directory Open Access Journal |
| issn | 0100-6916 |
| language | English |
| last_indexed | 2024-12-24T01:51:27Z |
| publishDate | 2021-03-01 |
| publisher | Sociedade Brasileira de Engenharia Agrícola |
| record_format | Article |
| series | Engenharia Agrícola |
| spelling | doaj.art-c233c109e358462da15f495400e27cf72022-12-21T17:21:43ZengSociedade Brasileira de Engenharia AgrícolaEngenharia Agrícola0100-69162021-03-01411343810.1590/1809-4430-eng.agric.v41n1p34-38/2021NEURO-FUZZY MODELING OF EYEBALL AND CREST TEMPERATURES IN EGG-LAYING HENSAna C. de S. S. Linshttps://orcid.org/0000-0002-9182-8625Dian LourençoniTadayuki Yanagi JúniorIsadora B. MirandaItalo E. dos A. SantosABSTRACT Considering the challenges faced by poultry farming, this study aimed to develop a neuro-fuzzy model to predict eyeball and crest temperatures of egg-laying hens based on environmental conditions (dry bulb temperature and relative humidity). To develop the models and simulations, Matlab’s Fuzzy Toolbox® (Anfisedit) was used. Different configurations were used for each of the several neuro-fuzzy models developed. Eyeball temperature (ET) and chicken crest temperature (CCT) were simulated from the developed neuro-fuzzy models, and the obtained results were validated with the variables collected experimentally with the aid of recorder sensors and an infrared thermographic camera. The proposed neuro-fuzzy models allow the accurate estimation of ET and CCT of two lineages of egg-laying hens raised in conventional aviaries, thus helping in decision-making for better animal welfare.http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0100-69162021000100034&tlng=enNeuro-fuzzyThermographyPoultry farmingSimulationArtificial intelligence |
| spellingShingle | Ana C. de S. S. Lins Dian Lourençoni Tadayuki Yanagi Júnior Isadora B. Miranda Italo E. dos A. Santos NEURO-FUZZY MODELING OF EYEBALL AND CREST TEMPERATURES IN EGG-LAYING HENS Engenharia Agrícola Neuro-fuzzy Thermography Poultry farming Simulation Artificial intelligence |
| title | NEURO-FUZZY MODELING OF EYEBALL AND CREST TEMPERATURES IN EGG-LAYING HENS |
| title_full | NEURO-FUZZY MODELING OF EYEBALL AND CREST TEMPERATURES IN EGG-LAYING HENS |
| title_fullStr | NEURO-FUZZY MODELING OF EYEBALL AND CREST TEMPERATURES IN EGG-LAYING HENS |
| title_full_unstemmed | NEURO-FUZZY MODELING OF EYEBALL AND CREST TEMPERATURES IN EGG-LAYING HENS |
| title_short | NEURO-FUZZY MODELING OF EYEBALL AND CREST TEMPERATURES IN EGG-LAYING HENS |
| title_sort | neuro fuzzy modeling of eyeball and crest temperatures in egg laying hens |
| topic | Neuro-fuzzy Thermography Poultry farming Simulation Artificial intelligence |
| url | http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0100-69162021000100034&tlng=en |
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