俄罗斯全面入侵期间乌克兰向日葵种植面积的估算:从哨兵-1合成孔径雷达数据中获得的启示

IF 5.7 Q1 ENVIRONMENTAL SCIENCES
Abdul Qadir , Sergii Skakun , Inbal Becker-Reshef , Nataliia Kussul , Andrii Shelestov
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引用次数: 0

摘要

2022 年 2 月俄罗斯全面入侵乌克兰造成的数据限制和可归属性问题给评估乌克兰主要商品作物产量带来了持续挑战。最新卫星图像提供的证据表明,俄罗斯在乌克兰境内临时占领区(TOT)内的耕地发生了迅速变化。乌克兰是世界上最大的向日葵生产国和出口国,因此,监测和量化向日葵面积和产量的变化极为重要。我们使用 Sentinel-1 (S1) 合成孔径雷达 (SAR) 图像来量化 2021-2022 年期间乌克兰向日葵种植面积的变化。我们开发了一套业务工作流程,并绘制了首批可用的乌克兰 20 米分辨率向日葵地图。我们开发了一种基于合成孔径雷达的向日葵绘图通用方法,该方法使用了之前开发的物候学指标,并使用基于样本的方法估算了向日葵种植面积以及 2021 年和 2022 年的相应变化。2021 年向日葵种植面积估计为 710 ± 0.45 万公顷(Mha),2022 年减少到 675 ± 0.45 万公顷(Mha),与前一年相比减少了 5%。这种减少主要出现在俄罗斯占领区,而我们在乌克兰控制区没有发现向日葵面积的显著变化。除了乌克兰南部和东南部的传统向日葵产区外,我们还在中南部和东北部地区发现了新的向日葵种植热点。总体而言,乌克兰全国向日葵种植面积减少的严重程度低于此前的预期和媒体报道。这项研究表明,地球观测数据(即哨兵-1/合成孔径雷达)可用于监测因武装冲突而无法或无法从地面进入的地区的向日葵种植区。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Estimation of sunflower planted areas in Ukraine during full-scale Russian invasion: Insights from Sentinel-1 SAR data

Data limitations and attributability issues due to the full-scale Russian invasion of Ukraine in February 2022 presents continuing challenges in assessing production of major commodity crops in Ukraine. Up-to-date satellite imagery provides evidence of rapid changes in cropland within temporary occupied territories (TOT) by Russia within Ukraine. Ukraine is the world's top producer and exporter of sunflower and, therefore, monitoring, and quantifying changes in areas and production of sunflower is extremely important. We used Sentinel-1 (S1) synthetic aperture radar (SAR) images to quantify changes in sunflower planted areas in Ukraine during 2021–2022. We developed an operational workflow and produced the first available 20-m resolution sunflower maps over Ukraine. We developed a SAR-based generalized approach for sunflower mapping using a previously developed phenological metric and estimated sunflower planted areas and corresponding changes in 2021 and 2022 using a sample-based approach. Sunflower area was estimated at 7.10 ± 0.45 million hectares (Mha) in 2021 which was reduced to 6.75 ± 0.45 Mha in 2022, reflecting a 5% decrease compared to the preceding year. The reduction was mainly observed in the Russian-occupied regions while we did not find significant changes in sunflower areas in Ukrainian-controlled areas. In addition to traditional sunflower producing regions in the south and south-east of Ukraine we found new sunflower emerging hotspots along the south-central and north-eastern regions. Overall, the decrease in sunflower planted area was less severe than previously expected and reported in media for the entire Ukraine. This study demonstrates the utility of Earth observation data, namely Sentinel-1/SAR, for monitoring sunflower cultivation areas in regions where ground access is not possible or feasible due to armed conflict.

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