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.
Authors
- Sheila Baber
- Fangjie Li (ORCID: https://orcid.org/0009-0009-1454-8388)
- Oleksandra Oliinyk (ORCID: https://orcid.org/0009-0005-8990-9863)
- Yuval Sadeh (ORCID: https://orcid.org/0000-0002-4346-0432)
- Sergii Skakun (ORCID: https://orcid.org/0000-0002-9039-0174)
- Josef Wagner (ORCID: https://orcid.org/0000-0003-1204-7765)
- Mary Mitkish
- Jean Rehbinder (ORCID: https://orcid.org/0000-0003-3060-8300)
- Inbal Becker‐Reshef (ORCID: https://orcid.org/0000-0002-2160-5151)
- Françoise Nerry (ORCID: https://orcid.org/0000-0002-3870-7779)
- Bohdan Vaskivskyi
- Manav Gupta
- Kussul Nataliia
- Dmytro Prykhodko
- Oleksandr Sikachyna
- Andry Rajaoberison
- Oleksii Misiura
- Shabarinath S. Nair
- Danylo Poliakov
- Abhishek Kotcharlakota
- Mae Chevassu
Institutions
- 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)
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
- 0.00