Mapping Nationwide Subfield Division Dynamics in Saudi Arabia Using Temporal Patterns of Sentinel-2 NDVI and Machine Learning

Object-based analysis is widely used for extracting information from satellite data using machine learning, offering reduced sensitivity to fine-scale variability, noise, and computational cost compared to pixel-based methods. However, segmentation algorithms for center-pivot fields often treat fiel...

Full description

Bibliographic Details

Published in:	IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Main Authors:	Ting Li, Oliver Miguel Lopez Valencia, Matthew F. McCabe
Format:	Article
Language:	English
Published:	IEEE 2025-01-01
Subjects:	Agroinformatics cosine similarity discrete wavelet transformation Kmeans clustering Savizky–Golay filter (SG) subfield division
Online Access:	https://ieeexplore.ieee.org/document/10963748/