Remote sensing for precision agriculture: Sentinel-2 improved features and applications
The use of satellites to monitor crops and support their management is gathering increasing
attention. The improved temporal, spatial, and spectral resolution of the European Space …
attention. The improved temporal, spatial, and spectral resolution of the European Space …
Practices for upscaling crop simulation models from field scale to large regions
VS Manivasagam, O Rozenstein - Computers and Electronics in Agriculture, 2020 - Elsevier
Most crop models were developed and tested in homogeneous field conditions. However,
these crop models are increasingly applied beyond the field scale for larger regions …
these crop models are increasingly applied beyond the field scale for larger regions …
[HTML][HTML] Prediction of maize crop coefficient from UAV multisensor remote sensing using machine learning methods
In the upcoming irrigation management in agricultural production, accurate mapping of crop
water consumption with a high spatial and temporal resolution at a farm scale is needed. In …
water consumption with a high spatial and temporal resolution at a farm scale is needed. In …
Mapping maize crop coefficient Kc using random forest algorithm based on leaf area index and UAV-based multispectral vegetation indices
G Shao, W Han, H Zhang, S Liu, Y Wang… - Agricultural Water …, 2021 - Elsevier
Rapid and accurate acquisition of crop coefficient (K c) values is essential for estimating field
crop evapotranspiration (ET). The lack of rapid access to the high-resolution spatial and …
crop evapotranspiration (ET). The lack of rapid access to the high-resolution spatial and …
[HTML][HTML] Using Sentinel-1 and Sentinel-2 imagery for estimating cotton crop coefficient, height, and Leaf Area Index
G Kaplan, L Fine, V Lukyanov, N Malachy… - Agricultural Water …, 2023 - Elsevier
In cotton, an optimal balance between vegetative and reproductive growth will lead to high
yields and water-use efficiency. Remote sensing estimations of vegetation variables such as …
yields and water-use efficiency. Remote sensing estimations of vegetation variables such as …
Comparison of machine learning methods for mapping the stand characteristics of temperate forests using multi-spectral sentinel-2 data
The estimation and mapping of forest stand characteristics are vital because this information
is necessary for sustainable forest management. The present study considers the use of a …
is necessary for sustainable forest management. The present study considers the use of a …
Normalizing the local incidence angle in sentinel-1 imagery to improve leaf area index, vegetation height, and crop coefficient estimations
Public domain synthetic-aperture radar (SAR) imagery, particularly from Sentinel-1, has
widened the scope of day and night vegetation monitoring, even when cloud cover limits …
widened the scope of day and night vegetation monitoring, even when cloud cover limits …
Wheat leaf traits monitoring based on machine learning algorithms and high-resolution satellite imagery
The leaf, which is a crucial indicator for evaluating crop status, plays an important role in
plants' functions. Determining and monitoring leaf parameters can facilitate the detection …
plants' functions. Determining and monitoring leaf parameters can facilitate the detection …
Determining water use and crop coefficients of drip-irrigated cotton in south Xinjiang of China under various irrigation amounts
Crop evapotranspiration (ET c) and crop coefficient (K c) can vary among various
geographical locations and cultivated species. Therefore, determining regional-and species …
geographical locations and cultivated species. Therefore, determining regional-and species …
[HTML][HTML] Data-driven estimation of actual evapotranspiration to support irrigation management: Testing two novel methods based on an unoccupied aerial vehicle and …
O Rozenstein, L Fine, N Malachy, A Richard… - Agricultural Water …, 2023 - Elsevier
Recent advances in remote sensing and machine learning show potential for improving
irrigation use efficiency. In this study, two independent methods to determine the irrigation …
irrigation use efficiency. In this study, two independent methods to determine the irrigation …