Combining Machine Learning Algorithms with Earth Observations for Crop Monitoring and Management
Combining machine learning algorithms with Earth observations has great potential in the context of crop monitoring and management, which is essential in the face of global challenges related to food security and climate change [...]
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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MDPI AG
2025-02-01
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| Series: | Agriculture |
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| Online Access: | https://www.mdpi.com/2077-0472/15/5/494 |
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| _version_ | 1850228278205349888 |
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| author | Magdalena Piekutowska Gniewko Niedbała Sebastian Kujawa Tomasz Wojciechowski |
| author_facet | Magdalena Piekutowska Gniewko Niedbała Sebastian Kujawa Tomasz Wojciechowski |
| author_sort | Magdalena Piekutowska |
| collection | DOAJ |
| description | Combining machine learning algorithms with Earth observations has great potential in the context of crop monitoring and management, which is essential in the face of global challenges related to food security and climate change [...] |
| format | Article |
| id | doaj-art-b16f4ff319fb4019b4e6fc090ad43f3c |
| institution | OA Journals |
| issn | 2077-0472 |
| language | English |
| publishDate | 2025-02-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Agriculture |
| spelling | doaj-art-b16f4ff319fb4019b4e6fc090ad43f3c2025-08-20T02:04:34ZengMDPI AGAgriculture2077-04722025-02-0115549410.3390/agriculture15050494Combining Machine Learning Algorithms with Earth Observations for Crop Monitoring and ManagementMagdalena Piekutowska0Gniewko Niedbała1Sebastian Kujawa2Tomasz Wojciechowski3Department of Botany and Nature Protection, Institute of Biology, Pomeranian University in Słupsk, 22b Arciszewskiego St., 76-200 Słupsk, PolandDepartment of Biosystems Engineering, Faculty of Environmental and Mechanical Engineering, Poznań University of Life Sciences, Wojska Polskiego 50, 60-627 Poznań, PolandDepartment of Biosystems Engineering, Faculty of Environmental and Mechanical Engineering, Poznań University of Life Sciences, Wojska Polskiego 50, 60-627 Poznań, PolandDepartment of Biosystems Engineering, Faculty of Environmental and Mechanical Engineering, Poznań University of Life Sciences, Wojska Polskiego 50, 60-627 Poznań, PolandCombining machine learning algorithms with Earth observations has great potential in the context of crop monitoring and management, which is essential in the face of global challenges related to food security and climate change [...]https://www.mdpi.com/2077-0472/15/5/494n/a |
| spellingShingle | Magdalena Piekutowska Gniewko Niedbała Sebastian Kujawa Tomasz Wojciechowski Combining Machine Learning Algorithms with Earth Observations for Crop Monitoring and Management Agriculture n/a |
| title | Combining Machine Learning Algorithms with Earth Observations for Crop Monitoring and Management |
| title_full | Combining Machine Learning Algorithms with Earth Observations for Crop Monitoring and Management |
| title_fullStr | Combining Machine Learning Algorithms with Earth Observations for Crop Monitoring and Management |
| title_full_unstemmed | Combining Machine Learning Algorithms with Earth Observations for Crop Monitoring and Management |
| title_short | Combining Machine Learning Algorithms with Earth Observations for Crop Monitoring and Management |
| title_sort | combining machine learning algorithms with earth observations for crop monitoring and management |
| topic | n/a |
| url | https://www.mdpi.com/2077-0472/15/5/494 |
| work_keys_str_mv | AT magdalenapiekutowska combiningmachinelearningalgorithmswithearthobservationsforcropmonitoringandmanagement AT gniewkoniedbała combiningmachinelearningalgorithmswithearthobservationsforcropmonitoringandmanagement AT sebastiankujawa combiningmachinelearningalgorithmswithearthobservationsforcropmonitoringandmanagement AT tomaszwojciechowski combiningmachinelearningalgorithmswithearthobservationsforcropmonitoringandmanagement |