[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 …

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 …

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 …

[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 …

[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 …

[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) …

High resolution spatial mapping of soil nutrients using k-nearest neighbor based cnn approach

K Das, S Mandal, M Thakur - IGARSS 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
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 …

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 …

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 …

[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 …