Mahadev Chougule

Smart water purification for domestic environments: AI-driven dual filtration with multilingual voice-assisted interaction

Abstract Household water safety depends not only on contaminant removal efficiency but also on consistent user adherence and timely maintenance. However, usability barriers and lack of accessible guidance limit the real-world effectiveness of point-of-use purification systems, pa...