Author

Emerson Raja Joseph

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Open access Aug 2026

An Energy-Efficient Hybrid LoRa–Wi-Fi Architecture for Real- Time Water Quality Monitoring and Machine Learning-Based Trend Forecasting

Water quality management in large-scale institutional infrastructures faces significant challenges due to the high latency of manual sampling and the energy–connectivity trade-offs in traditional IoT deployments. This paper proposes HydroSense AI, a robust three-tier IoT framework designed for real-time multi-parameter...

Jeya Sutha Mariadhason, Emerson Raja Joseph, Purushothaman Srinivasan et al. · Italian National Conference... · 1 citation

#federated learning Open access Sep 2026

Fed-XLM-R: a privacy-preserving federated framework with adapter-scoped differential privacy for mental health triage-level intent classification on resource-constrained edge devices

Overall, Fed-XLM-R demonstrates that privacy-preserving, communication-efficient, and edge-deployable federated NLP is achievable without substantial accuracy loss, offering a practical pathway toward privacy-compliant mental health triage systems pending real-world and multilingual validation.

K. M., Emerson Raja Joseph, Subhash Patil et al. · Frontiers in Digital Health · 0 citations