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Deep learning and data fusion to estimate surface soil moisture from multi-sensor satellite images
We propose a new architecture based on a fully connected feed-forward Artificial Neural
Network (ANN) model to estimate surface soil moisture from satellite images on a large …
Network (ANN) model to estimate surface soil moisture from satellite images on a large …
PIML-SM: Physics-informed machine learning to estimate surface soil moisture from multi-sensor satellite images by leveraging swarm intelligence
A Singh, K Gaurav - IEEE Transactions on Geoscience and …, 2024 - ieeexplore.ieee.org
We introduce a physics-informed machine learning (PIML) algorithm based on a feed-
forward neural network (FFNN) to estimate surface soil moisture from limited in situ …
forward neural network (FFNN) to estimate surface soil moisture from limited in situ …
A 20 m spatial resolution peatland extent map of Alaska
Peatlands are prevalent across northern regions, including bogs, fens, marshes, meadows,
and select tundra wetlands that all vary in size (eg, 0.01 s to 10 s km2) and shape (eg …
and select tundra wetlands that all vary in size (eg, 0.01 s to 10 s km2) and shape (eg …
[HTML][HTML] Evaluation and improvement of spatiotemporal estimation and transferability of multi-layer and profile soil moisture in the Qinghai Lake and Heihe River …
J Qian, J Yang, W Sun, L Zhao, L Shi, H Shi, L Liao… - Geoderma, 2025 - Elsevier
The machine learning regression (MLR) algorithms have brought new insights into soil
moisture (SM) estimation. However, few studies have explored the potential of MLR …
moisture (SM) estimation. However, few studies have explored the potential of MLR …
Non-destructive detection of wheat moisture content with frequency modulated continuous wave system under L and S bands
X Kuang, Z Zhu, J Guo, S **ang - Computers and Electronics in Agriculture, 2024 - Elsevier
Wheat moisture content is a critical indicator for evaluating quality. The microwave free
space measurement method can achieve nondestructive and efficient measurement of …
space measurement method can achieve nondestructive and efficient measurement of …