Proactive monitoring and analysis of technological processes of growing crops in automated greenhouses
Agricultural automation can reduce time and cost of crop production and minimize human factor that can lead to crop damage. This paper focuses on automating crop growth in compact greenhouses that automate several technological processes including periodic irrigation with a nutrient solution and a b...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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EDP Sciences
2023-01-01
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| Series: | E3S Web of Conferences |
| Online Access: | https://www.e3s-conferences.org/articles/e3sconf/pdf/2023/29/e3sconf_rse-ii-2023_01011.pdf |
| _version_ | 1797807816930492416 |
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| author | Levonevskiy Dmitriy Zhukova Nataly Kovalevsky Vladislav |
| author_facet | Levonevskiy Dmitriy Zhukova Nataly Kovalevsky Vladislav |
| author_sort | Levonevskiy Dmitriy |
| collection | DOAJ |
| description | Agricultural automation can reduce time and cost of crop production and minimize human factor that can lead to crop damage. This paper focuses on automating crop growth in compact greenhouses that automate several technological processes including periodic irrigation with a nutrient solution and a biofilter to ensure cyclic cultivation, measuring temperature, humidity, etc. Machine learning methods help estimate and predict operation parameters. During the experiment, the optimal methods and parameters were determined, and the best prediction accuracy could be achieved using the random forest method. Use of this approach enables proactive control of technological processes, ensures compliance with growing regulations and results in resources economy. Future research will develop a formal method for proactive process control. |
| first_indexed | 2024-03-13T06:28:19Z |
| format | Article |
| id | doaj.art-d936a89fec89451cbdb87f51062ae3e3 |
| institution | Directory Open Access Journal |
| issn | 2267-1242 |
| language | English |
| last_indexed | 2024-03-13T06:28:19Z |
| publishDate | 2023-01-01 |
| publisher | EDP Sciences |
| record_format | Article |
| series | E3S Web of Conferences |
| spelling | doaj.art-d936a89fec89451cbdb87f51062ae3e32023-06-09T09:12:35ZengEDP SciencesE3S Web of Conferences2267-12422023-01-013920101110.1051/e3sconf/202339201011e3sconf_rse-ii-2023_01011Proactive monitoring and analysis of technological processes of growing crops in automated greenhousesLevonevskiy Dmitriy0Zhukova Nataly1Kovalevsky Vladislav2St. Petersburg Federal Research Center of the Russian Academy of Sciences (SPC RAS)St. Petersburg Federal Research Center of the Russian Academy of Sciences (SPC RAS)St. Petersburg Federal Research Center of the Russian Academy of Sciences (SPC RAS)Agricultural automation can reduce time and cost of crop production and minimize human factor that can lead to crop damage. This paper focuses on automating crop growth in compact greenhouses that automate several technological processes including periodic irrigation with a nutrient solution and a biofilter to ensure cyclic cultivation, measuring temperature, humidity, etc. Machine learning methods help estimate and predict operation parameters. During the experiment, the optimal methods and parameters were determined, and the best prediction accuracy could be achieved using the random forest method. Use of this approach enables proactive control of technological processes, ensures compliance with growing regulations and results in resources economy. Future research will develop a formal method for proactive process control.https://www.e3s-conferences.org/articles/e3sconf/pdf/2023/29/e3sconf_rse-ii-2023_01011.pdf |
| spellingShingle | Levonevskiy Dmitriy Zhukova Nataly Kovalevsky Vladislav Proactive monitoring and analysis of technological processes of growing crops in automated greenhouses E3S Web of Conferences |
| title | Proactive monitoring and analysis of technological processes of growing crops in automated greenhouses |
| title_full | Proactive monitoring and analysis of technological processes of growing crops in automated greenhouses |
| title_fullStr | Proactive monitoring and analysis of technological processes of growing crops in automated greenhouses |
| title_full_unstemmed | Proactive monitoring and analysis of technological processes of growing crops in automated greenhouses |
| title_short | Proactive monitoring and analysis of technological processes of growing crops in automated greenhouses |
| title_sort | proactive monitoring and analysis of technological processes of growing crops in automated greenhouses |
| url | https://www.e3s-conferences.org/articles/e3sconf/pdf/2023/29/e3sconf_rse-ii-2023_01011.pdf |
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