ArticleScientific reports2025
Advanced satellite-based remote sensing and data analytics for precision water resource management and agricultural optimization.
Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
5 citing papers in PubMed.
- Application of Water Quality Index for Drinking and Irrigation Suitability in Arid Zones: A Case Study of the Shallow Aquifer in Oued Souf, Southeastern Algeria.Water environment research : a research publication of the Water Environment Federation · 2026Article
- An efficient uncertainty integrated aggregation scheme for water quality detection and longitudinal carbon offset estimation in the Yamuna River.Scientific reports · 2026Article
- Geospatial analysis of surface water and groundwater quality using GIS in Ishaka subcounty, Bushenyi District, Uganda.Scientific reports · 2026Article
- Analysis of river water quality in Rourkela Odisha using multiple indices to inform sustainable water management.Scientific reports · 2026Article
- Research progress on agricultural water information sensing and applications in high-altitude cold regions.Science progressReview
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
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-resolution (30m) satellite imagery in South Africa's North West Province between 2016 to 2023, revealing critical challenges to agricultural sustainability and water resource management. Satellite imagery and geospatial analysis show irrigated lands concentrated in the region, which declined from 25,732 km
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.