Precision Livestock Farming IT Support Model for the Poultry Industry
The presented work proposes a practical approach to bird weight data processing and augmentation to enable production outcome forecast model training, which contributes to higher productivity. We suggest using the parametrized model, where parameter values are found through genetic optimization and...
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| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Riga Technical University Press
2022-10-01
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| Series: | Complex Systems Informatics and Modeling Quarterly |
| Subjects: | |
| Online Access: | https://csimq-journals.rtu.lv/article/view/5970 |
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| _version_ | 1850173276748251136 |
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| author | Agris Ņikitenko Signe Bāliņa Andrejs Dubrovskis Ilze Andersone Ilze Birzniece |
| author_facet | Agris Ņikitenko Signe Bāliņa Andrejs Dubrovskis Ilze Andersone Ilze Birzniece |
| author_sort | Agris Ņikitenko |
| collection | DOAJ |
| description | The presented work proposes a practical approach to bird weight data processing and augmentation to enable production outcome forecast model training, which contributes to higher productivity. We suggest using the parametrized model, where parameter values are found through genetic optimization and thus are closely corresponding to broiler body weight factual measurements. The proposed approach is implemented as a stand-alone software system, exposing the models through containerized web services enabling different use scenarios. |
| format | Article |
| id | doaj-art-cd6801c346354bdfb06d9bc65dc00555 |
| institution | OA Journals |
| issn | 2255-9922 |
| language | English |
| publishDate | 2022-10-01 |
| publisher | Riga Technical University Press |
| record_format | Article |
| series | Complex Systems Informatics and Modeling Quarterly |
| spelling | doaj-art-cd6801c346354bdfb06d9bc65dc005552025-08-20T02:19:54ZengRiga Technical University PressComplex Systems Informatics and Modeling Quarterly2255-99222022-10-01032445410.7250/csimq.2022-32.032952Precision Livestock Farming IT Support Model for the Poultry IndustryAgris Ņikitenko0Signe Bāliņa1Andrejs Dubrovskis2Ilze Andersone3Ilze Birzniece4Department of Artificial Intelligence and Systems Engineering, Riga Technical University, Riga, LV-1048Datorzinibu centrs, Riga, LV-1011 and University of Latvia, Riga, LV-1050Datorzinibu centrs, Riga, LV-1011Department of Artificial Intelligence and Systems Engineering, Riga Technical University, Riga, LV-1048Department of Artificial Intelligence and Systems Engineering, Riga Technical University, Riga, LV-1048The presented work proposes a practical approach to bird weight data processing and augmentation to enable production outcome forecast model training, which contributes to higher productivity. We suggest using the parametrized model, where parameter values are found through genetic optimization and thus are closely corresponding to broiler body weight factual measurements. The proposed approach is implemented as a stand-alone software system, exposing the models through containerized web services enabling different use scenarios.https://csimq-journals.rtu.lv/article/view/5970precision livestock farmingpoultryparametrized model |
| spellingShingle | Agris Ņikitenko Signe Bāliņa Andrejs Dubrovskis Ilze Andersone Ilze Birzniece Precision Livestock Farming IT Support Model for the Poultry Industry Complex Systems Informatics and Modeling Quarterly precision livestock farming poultry parametrized model |
| title | Precision Livestock Farming IT Support Model for the Poultry Industry |
| title_full | Precision Livestock Farming IT Support Model for the Poultry Industry |
| title_fullStr | Precision Livestock Farming IT Support Model for the Poultry Industry |
| title_full_unstemmed | Precision Livestock Farming IT Support Model for the Poultry Industry |
| title_short | Precision Livestock Farming IT Support Model for the Poultry Industry |
| title_sort | precision livestock farming it support model for the poultry industry |
| topic | precision livestock farming poultry parametrized model |
| url | https://csimq-journals.rtu.lv/article/view/5970 |
| work_keys_str_mv | AT agrisnikitenko precisionlivestockfarmingitsupportmodelforthepoultryindustry AT signebalina precisionlivestockfarmingitsupportmodelforthepoultryindustry AT andrejsdubrovskis precisionlivestockfarmingitsupportmodelforthepoultryindustry AT ilzeandersone precisionlivestockfarmingitsupportmodelforthepoultryindustry AT ilzebirzniece precisionlivestockfarmingitsupportmodelforthepoultryindustry |