Methodologies Used in Remote Sensing Data Analysis and Remote Sensors for Precision Agriculture - Tapa dura

 
9783036566146: Methodologies Used in Remote Sensing Data Analysis and Remote Sensors for Precision Agriculture
Tapa dura
ISBN 10: 3036566147 ISBN 13: 9783036566146
Editorial: MDPI AG, 2023

Sinopsis

When adopting remote sensing techniques in precision agriculture, there are two main areas to consider: data acquisition and data analysis methodologies. Imagery and remote sensor data collected using different platforms provide a variety of information volumes and formats. For example, recent research in precision agriculture has used multispectral images from different platforms, such as satellites, airborne, and, most recently, drones. These images have been used for various analyses, from the detection of pests and diseases, growth, and water status of crops to yield estimations. However, accurately detecting specific biotic or abiotic stresses requires a narrow range of spectral information to be analyzed for each application. In data analysis, the volume and complexity of data formats obtained using the latest technologies in remote sensing (e.g., a cube of data for hyperspectral imagery) demands complex data processing systems and data analysis using multiple inputs to estimate specific categorical or numerical targets. New and emerging methodologies within artificial intelligence, such as machine learning and deep learning, have enabled us to deal with these increasing data volumes and the analysis complexity.

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Editorial
MDPI AG
Año de publicación
2023
Idioma
Inglés
ISBN 10 
3036566147
ISBN 13 
9783036566146
Encuadernación
Tapa dura
Número de páginas
226
Editor
Chang Jiyul, Fuentes Sigfredo
Contacto del fabricante
no disponible
Persona responsable
no disponible