Intent Based Unified Federated Framework for Multi-Source Water Quality Monitoring

The research presents a comprehensive, multi-source water quality monitoring framework called HydroFedNet, which uses federated learning and deep learning models to process diverse inputs from various data sources. The framework uses three deep learning frameworks: spatio-spectral TLNet, color TLNet, and sensor CNN-TCN.