Monitoring winter crop areas during wartime: remote sensing support for Ukraine’s agricultural statistics

Timely and transparent agricultural statistics are essential for safeguarding global food security. When the war in Ukraine disrupted agricultural reporting - particularly in Russian-held territories - complementary and/or alternative approaches were needed to produce reliable statistics. We developed a fully remote sensing–based framework to estimate areas of two major crops, wheat and rapeseed, from 2022 to 2025. Using Planet and Sentinel-1/2 imagery, we applied clustering techniques to generate in-season crop type maps that supported stratified random sampling in sample-based area estimation, using remotely interpreted reference data. Our estimates closely matched official statistics in Government-controlled areas (RMSE = 0.138 and 0.32 million hectares (Mha) for wheat and rapeseed, respectively), while filling critical data gaps in Russian-controlled regions. Between 2022 and 2025, wheat area declined from 5.14 ± 0.52 to 4.84 ± 0.25 Mha in Government-controlled areas and from 2.06 ± 0.16 to 1.55 ± 0.09 Mha in Russian-held regions. Rapeseed expanded from 1.16 ± 0.17 to 1.47 ± 0.23 Mha (2022–2025) in Government-controlled territories but collapsed in Russian-held areas, from 0.17 ± 0.01 to 0.05 ± 0.01 Mha. Our findings underscore the critical role of remote sensing in providing timely, transparent, and independent agricultural statistics to support informed food security and market-stabilizing decision-making.

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Publication Details

Journal
npj Sustainable Agriculture
Published
2026-01-05
DOI
https://doi.org/10.1038/s44264-025-00119-4
Primary Topic
Environmental and Biological Research in Conflict Zones
Type
article
Field-Weighted Citation Impact
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article

Monitoring winter crop areas during wartime: remote sensing support for Ukraine’s agricultural statistics

Sheila Baber, Fangjie Li, Oleksandra Oliinyk, Yuval Sadeh et al.
npj Sustainable Agriculture
Environmental and Biological Research in Conflict Zones
article

Monitoring winter crop areas during wartime: remote sensing support for Ukraine’s agricultural statistics

Sheila Baber, Fangjie Li, Oleksandra Oliinyk, Yuval Sadeh, Sergii Skakun, Josef Wagner, Mary Mitkish, Jean Rehbinder, Inbal Becker‐Reshef, Françoise Nerry, Bohdan Vaskivskyi, Manav Gupta, Kussul Nataliia, Dmytro Prykhodko, Oleksandr Sikachyna, Andry Rajaoberison, Oleksii Misiura, Shabarinath S. Nair, Danylo Poliakov, Abhishek Kotcharlakota, Mae Chevassu
article en

Abstract

Timely and transparent agricultural statistics are essential for safeguarding global food security. When the war in Ukraine disrupted agricultural reporting - particularly in Russian-held territories - complementary and/or alternative approaches were needed to produce reliable statistics. We developed a fully remote sensing–based framework to estimate areas of two major crops, wheat and rapeseed, from 2022 to 2025. Using Planet and Sentinel-1/2 imagery, we applied clustering techniques to generate in-season crop type maps that supported stratified random sampling in sample-based area estimation, using remotely interpreted reference data. Our estimates closely matched official statistics in Government-controlled areas (RMSE = 0.138 and 0.32 million hectares (Mha) for wheat and rapeseed, respectively), while filling critical data gaps in Russian-controlled regions. Between 2022 and 2025, wheat area declined from 5.14 ± 0.52 to 4.84 ± 0.25 Mha in Government-controlled areas and from 2.06 ± 0.16 to 1.55 ± 0.09 Mha in Russian-held regions. Rapeseed expanded from 1.16 ± 0.17 to 1.47 ± 0.23 Mha (2022–2025) in Government-controlled territories but collapsed in Russian-held areas, from 0.17 ± 0.01 to 0.05 ± 0.01 Mha. Our findings underscore the critical role of remote sensing in providing timely, transparent, and independent agricultural statistics to support informed food security and market-stabilizing decision-making.

npj Sustainable AgricultureVol. 4(1)
Food and Agriculture Organization of the United Nations (IT), National Technical University of Ukraine “Igor Sikorsky Kyiv Polytechnic Institute” (UA), State Institution National Antarctic Scientific Center (UA), Space Research Institute (UA), Laboratoire des Sciences de l'Ingénieur, de l'Informatique et de l'Imagerie (FR), Kyiv University of Law (UA), Monash University (AU), University of Maryland, College Park (US), Université de Strasbourg (FR)
Zero hunger
Openalex Percentile: Top 98%
Environmental and Biological Research in Conflict Zones
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