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Dr.M.Ramesh

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Open access Jul 2026

A Hybrid Retrieval-Augmented Generation Framework for Intelligent Symptom Monitoring and Disease Guidance

SymptoTrackAI is presented, an intelligent symptom monitoring framework that integrates Retrieval-Augmented Generation with FAISS-based similarity search to provide context-aware disease suggestions from user-entered symptoms to improve the relevance of generated recommendations.

Ullaganti Shreeyaa Madhury, M.ramesh · 0 citations
Open access Jul 2026

Real-Time Traffic Accident Detection Using an Enhanced Deep Learning Ensemble Model

The proposed model addresses challenges such as limited training data and different road conditions, helping improve its reliability in practical situations, and demonstrates how artificial intelligence can support modern transportation by providing faster, more accurate, and efficient accident detection while contribu...

CHENCHETI INDHU, Dr.M.Ramesh · 0 citations
Open access Jul 2026

A Hybrid Deep Learning Model for Efficient IOT Botnet Attack Detection

The proposed hybrid framework provides a robust, scalable, and reliable solution for real-time botnet attack detection, enhancing the security and resilience of modern IoT networks against evolving cyber threats.

Munagala Kusuma, M.ramesh · 0 citations

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