Efficacy of GIS-based AHP and data-driven intelligent machine learning algorithms for irrigation water quality prediction in an agricultural-mine district within the Lower Benue Trough, Nigeria - Omeka, Michael E.; Igwe, Ogbonnaya; Onwuka, Obialo S.; Nwodo, Ogechukwu M.; Ugar, Samuel I.; Undiandeye, Peter A.; Anyanwu, Ifeanyi E. (Environmental science and pollution research international, 2024)
Keywords: Agricultural equipment; Agricultural production; agricultural productivity; Algorithms; Analytic hierarchy process; Aquatic Pollution; Atmospheric Protection/Air Quality Control/Air Pollution; Criteria; Crop yield; Decision making; Dissolved solids; Earth and Environmental Science; Ecotoxicology; Electrical conductivity; Electrical resistivity; Environment; Environmental Chemistry; Environmental Health; Geographic information systems; Hierarchies; Information management; Information processing; Irrigation; Irrigation efficiency; Irrigation water; Learning algorithms; Machine learning; Magnesium; Multilayer perceptrons; Neural networks; Nigeria; Parameter identification; Parameter sensitivity; Permeability; prediction; Predictions; Regression analysis; Resilient and Sustainable Water Management in Agriculture; Resource management; risk assessment; salinity; Sensitivity analysis; Sodium; sodium adsorption ratio; Thematic mapping; Total dissolved solids; Toxic hazards; Toxicity; Waste Water Technology; Water hardness; Water Management; Water monitoring; Water Pollution Control; Water quality; Water quality management; Water resources management; Nigeria; Irrigation water quality; Analytic hierarchy process (AHP); Artificial neural networks (ANNs); Machine learning; Lower Benue Trough