[HTML][HTML] Modeling the spatial distribution of soil nitrogen content at smallholder maize farms using machine learning regression and sentinel-2 data
Z Mashaba-Munghemezulu, GJ Chirima… - Sustainability, 2021 - mdpi.com
Nitrogen is one of the key nutrients that indicate soil quality and an important component for
plant development. Accurate knowledge and management of soil nitrogen is crucial for food …
plant development. Accurate knowledge and management of soil nitrogen is crucial for food …
Digital soil mapping of soil total nitrogen based on Landsat 8, Sentinel 2, and WorldView-2 images in smallholder farms in Yellow River Basin, China
Y Xu, B Li, X Shen, K Li, X Cao, G Cui, Z Yao - … monitoring and assessment, 2022 - Springer
Predicting spatial explicit information of soil nutrients is critical for sustainable soil
management and food security under climate change and human disturbance in agricultural …
management and food security under climate change and human disturbance in agricultural …
Estimating soil total nitrogen in smallholder farm settings using remote sensing spectral indices and regression kriging
Y Xu, SE Smith, S Grunwald, A Abd-Elrahman… - Catena, 2018 - Elsevier
Mapping soil nutrients can help smallholder farmers identify soil nutrient status and
implement site-specific soil management schemes. In the past, Digital Soil Mapping has …
implement site-specific soil management schemes. In the past, Digital Soil Mapping has …
[HTML][HTML] Simplified and hybrid remote sensing-based delineation of management zones for nitrogen variable rate application in wheat
M Rokhafrouz, H Latifi, AA Abkar, T Wojciechowski… - Agriculture, 2021 - mdpi.com
Enhancing digital and precision agriculture is currently inevitable to overcome the economic
and environmental challenges of the agriculture in the 21st century. The purpose of this …
and environmental challenges of the agriculture in the 21st century. The purpose of this …
[HTML][HTML] Mapping Cropland Soil Nutrients Contents Based on Multi-Spectral Remote Sensing and Machine Learning
W Zhang, L Zhu, Q Zhuang, D Chen, T Sun - Agriculture, 2023 - mdpi.com
Nitrogen (N) and phosphorus (P) are primary indicators of soil nutrients in agriculture.
Accurate management of these nutrients is essential for ensuring food security. High …
Accurate management of these nutrients is essential for ensuring food security. High …
[HTML][HTML] Spatial prediction of total nitrogen in soil surface layer based on machine learning
Z Liu, H Lei, L Lei, H Sheng - Sustainability, 2022 - mdpi.com
In order to satisfy the basic requirements of sustainable agricultural development, it is
important to understand the spatial distribution characteristics of soil total nitrogen (TN) …
important to understand the spatial distribution characteristics of soil total nitrogen (TN) …
High resolution spatial mapping of soil nutrients using k-nearest neighbor based cnn approach
One of the major components of precision agriculture is the precision fertilization. The
principle of precision fertilization is to adjust the fertilizer input according to the properties of …
principle of precision fertilization is to adjust the fertilizer input according to the properties of …
Using sentinel-2 data to predict nitrogen uptake in maize crop
A Sharifi - IEEE Journal of Selected Topics in Applied Earth …, 2020 - ieeexplore.ieee.org
Maize nitrogen uptake map can give growers a good opportunity in order to have valuable
information regarding the efficiency of nitrogen usage in their field. The spectral information …
information regarding the efficiency of nitrogen usage in their field. The spectral information …
Mapping stocks of soil total nitrogen using remote sensing data: A comparison of random forest models with different predictors
Y Zhang, B Sui, H Shen, L Ouyang - Computers and Electronics in …, 2019 - Elsevier
Estimation of soil total nitrogen (STN) is important for quantifying the spatial distribution of
soil N (Nitrogen) stocks, determining the amount absorbed by crops and avoiding yield …
soil N (Nitrogen) stocks, determining the amount absorbed by crops and avoiding yield …
[HTML][HTML] Mapping Topsoil Total Nitrogen Using Random Forest and Modified Regression Kriging in Agricultural Areas of Central China
L Zhang, Z Wu, X Sun, J Yan, Y Sun, P Liu, J Chen - Plants, 2023 - mdpi.com
Accurate understanding of spatial distribution and variability of soil total nitrogen (TN) is
critical for the site-specific nitrogen management. Based on 4337 newly obtained soil …
critical for the site-specific nitrogen management. Based on 4337 newly obtained soil …