Estimation of Total Nitrogen Content in Topsoil Based on Machine and Deep Learning Using Hyperspectral Imaging

Estimation of Total Nitrogen Content in Topsoil Based on Machine and Deep Learning Using Hyperspectral Imaging

Excessive total nitrogen (TN) content in topsoil is a major cause of eutrophication when nitrogen flows into water systems from soil losses. Therefore, TN content prediction is essential for establishing topsoil management systems and protecting aquatic ecosystems. Recently, hyperspectral imaging (H...

Full description

Bibliographic Details
Main Authors: Min-Jee Kim, Jae-Eun Lee, Insuck Back, Kyoung Jae Lim, Changyeun Mo
Format: Article
Language:English
Published: MDPI AG 2023-10-01
Series:Agriculture
Subjects:
soil nitrogen
hyperspectral
spectral preprocessing
partial least square regression (PLSR)
one-dimensional convolutional neural network (1D-CNN)
Online Access:https://www.mdpi.com/2077-0472/13/10/1975

Internet

https://www.mdpi.com/2077-0472/13/10/1975

Similar Items