Advanced satellite-based remote sensing and data analytics for precision water resource management and agricultural optimization

Advanced satellite-based remote sensing and data analytics for precision water resource management and agricultural optimization

Abstract This study presents a novel integration of the Water Ratio Index (WRI), Normalized Difference Chlorophyll Index (NDCI), Land Use/Land Cover (LULC) mapping, and Cellular Automata–Markov (CA–Markov) modeling with temperature fluctuations to monitor irrigated land dynamics using high-resolutio...

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Bibliographic Details
Main Authors: Awais Ali, Muhammad Yousuf Jat Baloch, Muhammad Naveed, Anam Nigar, Abdulrahman Seraj Almalki, Ayesha Ghulam Rasool, Meseret Abeje Gedfew, Ahmed A. Arafat
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Irrigation
CA markov model
Land use land cover
Water ratio index
DEM
Future prediction
Online Access:https://doi.org/10.1038/s41598-025-13167-0
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https://doi.org/10.1038/s41598-025-13167-0

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