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Kumar S. Ashok

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#explainable ai Review Open access Aug 2026

A PERSPECTIVE ON AUTOMATED NEXT GENERATION WATER QUALITY MONITORING SYSTEM WITH IOT-DRIVEN FRAMEWORK

This survey explores recent innovations in IoT-based Water Quality Monitoring Systems (IoT-WQMS) integrated with Machine Learning (ML) and Deep Learning (DL) to enable real-time, automated water quality assessment.

Kumar S. Ashok, Radhakrishnan C. V. · 0 citations