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Temporal Evolution of Corn Mass Production Based on Agro-Meteorological Modelling Controlled by Satellite Optical and SAR Images

DOI:10.3390/rs11171978 期刊:Remote Sensing 出版年份:2019 更新时间:2025-09-19 17:13:59
摘要: This work aims to provide daily estimates of the evolution of popcorn dry masses at the field scale using an agro-meteorological model, named the simple algorithm for yield model combined with a water balance model (SAFY-WB), controlled by the Green Area Index (GAI), derived from satellite images acquired in the microwave and optical domains. Synthetic aperture radar (SAR) satellite information (σ? VH/VV) was provided by the Sentinel-1A (S1-A) mission through two orbits (30 and 132), with a repetitiveness of six days. The optical data were obtained from the Landsat-8 mission. SAR and optical data were acquired over one complete agricultural season, in 2016, over a test site located in the southwest of France. The results show that the total dry masses of corn can be estimated accurately (R2 = 0.92) at daily time steps due to a combination of satellite and model data. The SAR data are more suitable for characterizing the first period of crop development (until the end of flowering), whereas the optical data can be used throughout the crop cycle. Moreover, the model offers good performances in plant (R2 = 0.90) and ear (R2 = 0.93) mass retrieval, irrespective of the phenological stage. The results also reveal that four phenological stages (four to five leaves, flowering, ripening, and harvest) can be accurately predicted by the proposed approach (R2 = 0.98; root-mean-square error (RMSE) = seven days). Nevertheless, some important points must be taken into account before assimilation, namely the SAR signal must be corrected with respect to thermal noise before being assimilated, and the relationship estimated between the GAI and SAR signal must be performed over fields cultivated without intercrops. These results are unique in the literature and provide a new way to better monitor corn production over time.
作者: Frédéric Baup,Jean-Fran?ois Berthoumieu,Ma?l Ameline,Rémy Fieuzal,Frédéric Frappart,Samuel Corgne
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The objective of this study is to estimate the evolution of popcorn dry masses at a field scale, as well as the daily temporal resolution using an agro-meteorological model (SAFY-WB) controlled by the Green Area Index (GAI) derived from satellite optical and SAR images.

The study concludes that the SAFY-WB model, when controlled by GAI derived from SAR and optical satellite data, can accurately estimate the temporal evolution of popcorn dry masses and phenological stages. However, it emphasizes the importance of SAR signal preprocessing and the limitations imposed by intercrops.

The study notes limitations such as the impact of intercrops on SAR signal and the need for thermal noise correction in SAR data preprocessing. Additionally, the model's inability to simulate the falling of leaves just before harvest leads to overestimation of total masses.

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