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A comprehensive overview and comparative analysis on deep learning models: CNN, RNN, LSTM, GRU
[HTML][HTML] Recent advances and emerging directions in fire detection systems based on machine learning algorithms
Fire detection is a critical safety issue due to the major and irreversible consequences of fire,
from economic prejudices to loss of life. It is therefore of utmost importance to design …
from economic prejudices to loss of life. It is therefore of utmost importance to design …
[HTML][HTML] Federated learning meets remote sensing
Remote sensing (RS) imagery provides invaluable insights into characterizing the Earth's
land surface within the scope of Earth observation (EO). Technological advances in capture …
land surface within the scope of Earth observation (EO). Technological advances in capture …
[HTML][HTML] Integration of remote sensing and machine learning for precision agriculture: a comprehensive perspective on applications
J Wang, Y Wang, G Li, Z Qi - Agronomy, 2024 - mdpi.com
Due to current global population growth, resource shortages, and climate change, traditional
agricultural models face major challenges. Precision agriculture (PA), as a way to realize the …
agricultural models face major challenges. Precision agriculture (PA), as a way to realize the …
Remote-sensing interpretation for soil elements using adaptive feature fusion network
Soil elements refer to different types of soils with unique colors, textures, and particle sizes.
Their interpretation is essential for agriculture, ecological environment, and land …
Their interpretation is essential for agriculture, ecological environment, and land …
[HTML][HTML] Ecosystem health assessment based on deep learning in a mountain-basin system in Central Asia's arid regions, China
X Bi, Y Fu, P Wang, Y Zhang, Z Yang, F Hou, B Li - Ecological Indicators, 2024 - Elsevier
Arid pastoral ecosystems are particularly vulnerable to degradation and desertification,
exacerbated by factors such as overgrazing, land use changes, and climate change impacts …
exacerbated by factors such as overgrazing, land use changes, and climate change impacts …
Nearshore bathymetry from ICESat-2 LiDAR and Sentinel-2 imagery datasets using physics-informed CNN
The recently developed Ice, Cloud, and Land Elevation Satellite 2 (ICESat-2), furnished with
the Advanced Terrain Laser Altimeter System (ATLAS), delivers considerable benefits in …
the Advanced Terrain Laser Altimeter System (ATLAS), delivers considerable benefits in …