Jan 15, 2022 · A model of a one-dimensional convolutional neural network (1DCNN) was established to simultaneously estimate soil properties (organic matter, soil moisture, ...
Jul 25, 2024 · A model of a one-dimensional convolutional neural network (1DCNN) was established to simultaneously estimate soil properties (organic matter, soil moisture, ...
The Simultaneous Prediction of Soil Properties and Vegetation Coverage from Vis-NIR Hyperspectral Data with a One-Dimensional Convolutional Neural Network ...
论文编号: 2022089. 作者: Zhang, Fangfang. 刊物名称: REMOTE SENSING. 所属学科: 论文题目英文: The Simultaneous Prediction of Soil Properties and Vegetation ...
In this study, we propose a novel approach to directly predict both soil moisture and a range of soil properties using vis-NIR spectra.
The results suggest that 1D-CNN corresponding spectral signatures can be expected to significantly improve the predictive ability for estimating soil ...
Nov 3, 2020 · This paper proposes a soil multi-attribute intelligent prediction method based on convolutional neural networks, by constructing a dual-stream convolutional ...
Missing: Hyperspectral Simulation
Jul 5, 2024 · The results show that one dimensional model (1D-CNN) performed strongly for SM prediction with average R² up to 0.989 and RPIQ up to 19.59 in ...
In this study, we employ simple ratio indices (SRI) and normalized difference indices (NDI), calculated from all combinations of different wavebands of Vis-NIR ...
This study aimed to investigate the performance of deep learning algorithms, including long short-term memory (LSTM) and LSTM–convolutional neural networks ...