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Author

R. Santhoshkumar

3 papers indexed here

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Conference Open access 2026

PFP-ATNN-QPSO: A Quantum-Optimized Transformer Framework for Harmless Pediatric Food Classification

The nutritional safety of children is being jeopardised by the fast expansion of packaged foods that contain complex ingredient formulations. It is difficult to determine the safety of these diets for newborn infants due to concerns with infrastructure and a lack of transparency. Preventing health concerns requires the...

M. Prasannakumar, B. Rajalingam, R. Shamini et al. · 0 citations
#reinforcement learning Open access Sep 2026

AI-based smart load balancing for sustainable electric vehicle charging hubs using LSTM forecasting and reinforcement learning

The rapid growth of electric vehicles (EVs) on a global scale has put a significant burden on existing electricity distribution structures. Traditional charging methods at a public charger, utilizing fixed rates, cannot adjust to the continually changing supply and demand for renewable electricity or the effect of peak...

R. Santhoshkumar, S. Suresh · 0 citations
Conference Open access 2026

Enhanced Air Quality Index Forecasting through Genetic Algorithm-Based Kernel Extreme Learning Machine

The proposed GA-KELM forecasting model is investigated through experiments using long-term data sets recorded by monitoring air pollution of a metropolitan city in China and exhibits higher prediction accuracy, smaller forecasting error, and better robustness compared to the existing models.

M. Prince, B. Rajalingam, D. Soundaravalli et al. · 0 citations

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