Abstract
Water hyacinth (Eichhornia crassipes), native to South America, is among the world’s most invasive aquatic plants, posing severe threats to freshwater ecosystems by degrading water quality, reducing biodiversity, and obstructing navigation and livelihoods. Monitoring its proliferation and associated impacts on water quality is therefore critical. Remote sensing provides an effective solution, offering broad spatial and temporal coverage with increasing resolution and analytical capability. This systematic review synthesizes research published between 2014 and 2024, focusing on applications of remote sensing for monitoring water hyacinth and water quality. Seventy-eight peer-reviewed studies were identified from Web of Science, Scopus, and Google Scholar following rigorous selection criteria. The studies span 25 countries across five continents, with the majority examining lakes (61.5%), followed by rivers (21%) and wetlands (10.3%). Nearly half (49%) addressed water quality, 42% focused on water hyacinth detection and mapping, and 9% integrated both. Sentinel-2 Multispectral Instrument (MSI) was the most frequently used sensor (35%), followed by Landsat 8 Operational Land Imager (OLI) (26%). Multi-sensor fusion approaches particularly combining Sentinel-2 with Unmanned Aerial Vehicles (UAVs) were increasingly employed to improve detection accuracy and spatial detail. Reported accuracies ranged from 74% to 98%, using statistical methods, machine learning classifiers, and deep learning algorithms. Persistent challenges include limited ground-truth datasets, inadequate atmospheric correction, and difficulties in scaling results across diverse ecological contexts. Nevertheless, integrating high-resolution sensors, UAV observations, and advanced analytics such as artificial intelligence and cloud-based platforms shows strong promise for building robust, scalable monitoring systems. These innovations will be vital for supporting early detection, guiding management interventions, and safeguarding freshwater ecosystems against invasive aquatic species.