AI-Powered Alkalinity Analysis with Smartphones: Precision Meets Accessibility. (IMAGE)
Caption
A novel machine learning approach accurately predicts water alkalinity using smartphone-captured color changes induced by low-cost reagents. The technique demonstrates strong performance across freshwater and saltwater samples, with R² values as high as 0.945, revolutionizing affordable water quality monitoring for global applications.
Credit
Eco-Environment & Health
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Credit must be given to the creator. Only noncommercial uses of the work are permitted. No derivatives or adaptations of the work are permitted.
License
CC BY-NC-ND