Forecast of Yield of Major Crops in Ukraine in War Conditions 2022 based on MODIS and Sentinel-2 Satellite Data

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dc.contributor.authorKussul, Nataliia
dc.contributor.authorDrozd, Sophia
dc.contributor.authorYailymova, Hanna
dc.date.accessioned2023-11-07T14:17:11Z
dc.date.available2023-11-07T14:17:11Z
dc.date.issued2023
dc.description.abstractUkraine was one of the main exporters of plant products. However, as a result of the aggression, the country's agriculture has suffered greatly, export volumes are decreasing, which may provoke a shortage of agricultural products on world markets. It is impossible to assess crop yield and forecast the harvest volume locally, as the collection of information has become difficult due to the active conduct of hostilities and the occupation of a large part of the territories. Therefore, it is necessary to use land remote sensing data to assess crop yield. In this research, we will build regression models based on a random forest for each region of Ukraine to estimate crop yield based on 16-day composites of the NDVI time series during the summer vegetation period from Sentinel-2 (10m) and MODIS (500m) satellites, involving in the calculation NDVI crop maps. The official yield of maize, sunflower, soybean, rapeseed, and wheat for the years 2016-2021 was used as training data. According to the results of the analysis, models based on NDVI from the MODIS satellite showed better accuracy (relative error within 8-18%), but models based on NDVI data from Sentinel-2 better described the variance of the predicted yield. During the research, we found a sharp drop in land productivity indicators compared to the productivity of 2021 for the territories of central, southern and eastern Ukraine. According to our estimates based on MODIS data, the average yield at the country level is expected to be 40.98 t/ha for wheat, 57.66 t/ha for maize, 23.57 t/ha for sunflower, 21.06 t/ha for soybeans, 21.15 t/ha for rapeseed. Estimates based on Sentinel-2 data: 43.22 t/ha for wheat, 71.93 t/ha for maize, 26.86 t/ha for sunflower, 22.94 t/ha for soybeans, 28.23 t/ha for rapeseed.uk
dc.format.pagerangePp. 89-95uk
dc.identifier.citationKussul, N., Forecast of Yield of Major Crops in Ukraine in War Conditions 2022 Based on MODIS and Sentinel-2 Satellite Data / Nataliia Kussul, Sophia Drozd, Hanna Yailymova // In Proceedings of International Conference on Applied Innovation in IT, (ICAIIT). – 2023. – Pp. 89-95. – Bibliogr.: 14 ref.uk
dc.identifier.doihttps://doi.org/10.25673/101923
dc.identifier.urihttps://ela.kpi.ua/handle/123456789/62051
dc.language.isoenuk
dc.relation.ispartofProceedings of the 11th International Conference on Applied Innovations in IT, (ICAIIT)uk
dc.subjectRegression Analysisuk
dc.subjectYield Forecastinguk
dc.subjectRandom Forestuk
dc.subjectNDVIuk
dc.subjectMODISuk
dc.subjectSentinel-2uk
dc.titleForecast of Yield of Major Crops in Ukraine in War Conditions 2022 based on MODIS and Sentinel-2 Satellite Datauk
dc.typeArticleuk

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