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Author

S. Tamilselvan

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Conference Open access 2026

Intelligent Pedagogical Systems for Higher Education: A Machine Learning-Driven Personalization Approach

A reinforcement-learning-based pedagogical agent then dynamically adapts instructional strategies and learning materials based on the predicted learner state. In comparison to static instructional models and traditional classifiers, experimental assessment on a university-level Learning Management System (LMS) dataset...

S. Tamilselvan, N. Suganthi · 0 citations
Conference Open access 2026

Machine Learning-Based Intelligent Energy Management System for Smart Grid Using Renewable Energy Sources

As solar and wind power are increasingly integrated into modern grids, intermittency and forecasting uncertainty pose a danger to system stability. The Machine Learning-Based Intelligent Energy Management System (ML-IEMS) proposed in this paper combines a hybrid CNN-LSTM model for short-term load and renewable generati...

N. Suganthi, S. Tamilselvan · 0 citations

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